THE AI USE CAse library

Real AI implementations, with real numbers.

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100
of
166
cases
42%
Cut in pricing error in production
How a Federal Staffing Firm Cut Bid Pricing Error 42% With AI
A federal staffing firm's bid team piped years of bids into an ML pricing model — cutting pricing error 42% and catching sub-floor prices that used to lose contracts unread.
Unstructured bids became a pricing model that prices every RFP. • Extraction agents built a 37,000-line pricing database from years of bids • Custom ML cut pricing error 42% in production, screening 100 RFPs/yr
Tagged
Document Processing & Extraction
Predictive Analytics & Forecasting
Decision Support & Scoring
Healthcare & Life Sciences
Government & Public Sector
Finance & Accounting
Sales & Revenue
< 4 weeks
Multi-model platform
Private Equity-Backed
Private Company
Not disclosed
251-1,000
Revenue Growth
Time Savings
Headcount Avoidance
Expert
Adam King, Founder & CEO of Topsail
Adam King
Founder & CEO
Topsail
Explore Case
→
20h → 13m
Cut from the monthly report time
How a Preschool Roll-Up Cut a 20-Hour Report to 13 Min With AI
A specialist once spent 20 hours hand-labeling receipts across 15 schools. An AI pipeline now files the reimbursement report in 13 minutes — and she maintains its rules herself.
A 20-hour manual report became a pipeline every new school inherits. • AI reads every receipt line, cutting the report from 20h to 13m • The food-program month now closes in 3 days, fully auditable
Tagged
Document Processing & Extraction
Process Automation (RPA + AI)
Data Synthesis & Reporting
Education & EdTech
Finance & Accounting
Operations
4–8 weeks
Claude
Private Equity-Backed
Private Company
Not disclosed
251-1,000
Time Savings
Cost Reduction
Headcount Avoidance
Expert
Adam King, Founder & CEO of Topsail
Adam King
Founder & CEO
Topsail
Explore Case
→
3+ hrs
Saved on every RFP
How a Media Team Cut RFP Prep From 3 Hrs to 15 Min
An enterprise sales team piped its past proposals into an AI that reads each RFP and drafts the reply — cutting prep from 3 hours to 15 minutes and clearing 76% of its backlog.
Tagged the whole library by meaning first, not keywords. • Claude drafts each RFP reply — 3 hrs to 15 min • Fires inside the CRM on every RFP — 76% backlog cut
Tagged
Knowledge Management & Search (RAG)
Media & Entertainment
Sales & Revenue
2–4 months
Claude
Public Company
Public Company
$25K – $100K
5,001+
Revenue Growth
Expert
Matthew Wood
Founder
Checkmark Automations
Explore Case
→
$300K+
Est. yearly associate cost avoided
How One Independent Sponsor Ran 93 Deals With Zero Analysts
A solo PE principal was hand-building every scorecard, spread and memo. 42 Claude skills now take each CIM from intake to CRM in one command, with a capital memo a day after extraction.
Deterministic Python sits behind every Claude skill. • One command takes a CIM to a scored memo and HubSpot records • 93 deals and 402 companies in pipeline, zero analysts
Tagged
Process Automation (RPA + AI)
Financial Services
Other
< 4 weeks
Claude
Founder-Owned
Private Equity Firm
Under $25K
1-50
Time Savings
Expert
Jack Vander Leeuw
Managing Partner
Token Capital Group
Explore Case
→
40%
Lifted the innovation pipeline
How Reynolds Lifted Its Innovation Pipeline 40% in 8 Weeks
Reynolds had years of consumer research in scattered studies and reports. An AI research system read 174,000 reviews against it, surfacing four new growth territories and 11+ product concepts.
Worked five business questions through the evidence first. • 174K reviews and 50K+ social posts mapped to four growth territories • 11+ evidence-backed concepts; pipeline up 40% in 8 weeks
Tagged
Data Synthesis & Reporting
Natural Language Processing
Decision Support & Scoring
Consumer Goods & CPG
Executive & Strategy
Product & Engineering
Marketing
4–8 weeks
Custom / proprietary
Public Company
Public Company
$250K – $500K
5,001+
Revenue Growth
Expert
Chaz Flexman
CEO & Co-Founder
Starday
Explore Case
→
95%
Cut from 8-hour prep per batch
How One Sales Team Cut Outreach Prep 95%
A B2B sales team spent nearly a full day preparing outreach for ten prospects. A Copilot Studio agent now drafts the same batch — emails plus follow-ups — in 20 minutes.
Brand DNA defined first, so every draft held the company's sales voice. • 10-contact outreach prep fell from ~8 hours to ~20 minutes • ~95% less drafting time — ~45 min to under 2 min per email
Tagged
Conversational AI (Chatbot / Agent)
HR & People Operations
Sales & Revenue
< 4 weeks
Microsoft Copilot
Public Company
Public Company
Under $25K
1,001-5,000
Revenue Growth
Time Savings
Expert
Will Sanchez
Automation Consultant
RAM Solutions
Explore Case
→
1,000+
Data exposures surfaced for review
How an Enterprise AI Vendor Surfaced 1,000+ Data Exposures
An enterprise AI company had no clear view of how employees used AI or where data leaked. A classification layer now sorts each AI interaction, flagging 1,000+ exposures across 2,500+ staff.
Metadata-first collection kept sensitive content out while usage stayed visible. • AI classification flagged 1,000+ data exposures for review • One view of AI use across 2,500+ employees
Tagged
Decision Support & Scoring
Technology & Software
Executive & Strategy
4–8 weeks
Custom / proprietary
Public Company
Public Company
$100K – $250K
1,001-5,000
Risk & Compliance
Expert
Jeet Das
Head of AI
GenLift
Explore Case
→
80%
Faster diligence response
How One Manufacturer Cut Diligence Waits 80% With AI
Exchangers' finance team rebuilt group numbers from every country ERP each time an advisor asked. An AI now maps the accounts in place, so week-long answers arrive same day and data work fell 60%.
Interviewed staff on why accounts existed before touching data, so mapping happened once. • Custom connectors read locale-specific ERPs in place, nothing migrated • Same-day diligence answers, 60% less finance data work
Tagged
Data Synthesis & Reporting
Manufacturing & Industrial
Finance & Accounting
4–6 months
Gemini
Private Equity-Backed
Private Company
$100K – $250K
1,001-5,000
Time Savings
Expert
Shaheer Khan
Co-Founder & COO
Scaylor
Explore Case
→
550+ days
Reclaimed across customer products
How Edmunds GovTech Reclaimed 550+ Dev Days
Edmunds GovTech's product and engineering org had no AI adoption. A Claude Code harness now runs its SDLC, reclaiming 550+ dev days and compressing a one-year rebuild into weeks.
Embedded enablement built a reusable Claude Code harness, then drove org-wide adoption. - One engineer rebuilt a year-long modernization in weeks - 8x faster bug resolution; 550+ dev days reclaimed
Tagged
AI Workforce Enablement
AI-Accelerated Custom Software
Technology & Software
Product & Engineering
4–8 weeks
Claude
Private Equity-Backed
Private Company
Not disclosed
251-1,000
Time Savings
Revenue Growth
Expert
Csongor Barabasi
Founder & CEO
Bonsai Labs
Explore Case
→
+8%
Lifted net revenue retention
How One PE-Backed SaaS Firm Lifted NRR 8%
A SaaS leadership team piped Salesforce, NetSuite, Recurly, Pendo, and Jira into one platform, lifting net revenue retention 8% and cutting board-prep time 90%.
One unified 'golden domain' first, then rolled out top-down across the org. • 10+ systems of record unified, 100+ daily active users • +8% net revenue retention; 90% less board-prep time
Tagged
Other
Technology & Software
Other
< 4 weeks
Other
Private Equity-Backed
Private Company
$100K – $250K
51-250
Revenue Growth
Expert
Kris Krisco
Co-founder
Synopsis
Explore Case
→
Walked away
Deal dropped on diligence findings
How AI/ML Diligence Stopped a SaaS Acquisition
A VC-backed deal team had a SaaS target whose AI claims looked strong on paper. Independent diligence tested them against available evidence, surfaced capability gaps and key-person risk, and the acquirer walked away.
Mapped who actually held the technical knowledge before interviews, not the org chart. • Evidence review split confirmed capabilities from unvalidated claims • Findings led the acquirer to walk away from the transaction
Tagged
Decision Support & Scoring
Technology & Software
Executive & Strategy
< 4 weeks
Claude
Venture-Backed
Private Company
Not disclosed
251-1,000
Cost Reduction
Expert
Melania Calinescu
CEO/Founder
AI4ALL Solutions
September 2026
Explore Case
→
20 weeks → 4
Cut from each park's brand ramp
How Axia Partners Cut Park Rebrands From 20 Weeks to 4
Axia's integration team took 20 weeks to rebrand each new park, and one couldn't take an online booking. Scoring plus per-park creative cut it to 4 weeks.
A scoring tool grades each park in about an hour, then prices the upside of fixing what it finds. • Caught flash-built sites and dead analytics • Per-park ad copy replaced one template; 20 weeks → 4
Tagged
Generative Design & Content
Decision Support & Scoring
Real Estate
Hospitality & Travel
Marketing
Operations
Not disclosed
Claude
Founder-Owned
Private Equity Firm
Not disclosed
1-50
Revenue Growth
Time Savings
Expert
Connor McLeod
Partner
SageCreek
September 2026
Explore Case
→
80 hrs → same day
Cut from each park comp analysis
How Axia Partners Cut Park Comps From 80 Hours to Same Day
Jake Jones had just finished an 80-hour comp by hand when he ran the agent as a check. It found every comp he had, plus about twice as many he hadn't, in a day.
Built with Axia's acquisitions lead on Claude Opus 4.6, then checked against an 80-hour manual comp. • Matched every comp found by hand, returned about 2x more • Portfolio refresh: 21 days to overnight, ~$200/mo
Tagged
Data Synthesis & Reporting
Process Automation (RPA + AI)
Decision Support & Scoring
Real Estate
Hospitality & Travel
Executive & Strategy
Operations
2–4 months
Claude
Founder-Owned
Private Equity Firm
Not disclosed
1-50
Time Savings
Headcount Avoidance
Expert
Connor McLeod
Partner
SageCreek
September 2026
Explore Case
→
400+ hrs/mo
Patient-education time saved
AI Patient Education Chatbot for Ophthalmology
An ophthalmology practice deployed Sophia, a text-and-voice AI chatbot fine-tuned to its procedures, to handle repetitive patient education, with an estimated 400+ staff hours saved per month.

A HIPAA-conscious chatbot customized per practice, in both text and voice.

  • 400+ hours a month of patient-education time saved (projected)
  • Whisper speech-to-text and Eleven Labs voice, tuned per practice
Tagged
Conversational AI (Chatbot / Agent)
Healthcare & Life Sciences
Operations
Customer Service
Not disclosed
ChatGPT
Private Company
Not disclosed
Time Savings
Customer Experience
Expert
Bryson Greenwood
Head of AI
PressW
August 2026
Explore Case
→
Acquired
Platform supported ACA acquisition
AI Expert-Call Surveillance for MNPI Detection
Encore Compliance sharpened its detection of material non-public information in expert-network call transcripts with an interpretable LLM system, work that helped support its acquisition by ACA Group.

An LLM pipeline built for interpretability, so compliance teams can audit every flag.

  • Materially improved MNPI detection accuracy
  • Chain-of-thought reasoning gives audit-ready decisions
Tagged
Natural Language Processing
Decision Support & Scoring
Financial Services
Legal & Compliance
Legal & Compliance
< 4 weeks
Not disclosed
Private Company
Not disclosed
1-50
Risk & Compliance
Expert
Bryson Greenwood
Head of AI
PressW
August 2026
Explore Case
→
$1M+
In savings identified by the audit
AI Efficiency Audit for Kubernetes Infrastructure
Rafay Systems ran a PressW AI audit that mapped six automation opportunities across its operations and identified $1M+ in potential savings, from a unified knowledge base to a Kubernetes spend optimizer.

A structured discovery audit that turned fragmented operations into a costed AI roadmap.

  • $1M+ in estimated savings identified
  • 6 AI automation opportunities mapped with roadmaps
Tagged
Knowledge Management & Search (RAG)
Generative Design & Content
Predictive Analytics & Forecasting
Technology & Software
Operations
Executive & Strategy
Not disclosed
Claude
Venture-Backed
Private Company
Not disclosed
Cost Reduction
Time Savings
Expert
Bryson Greenwood
Head of AI
PressW
August 2026
Explore Case
→
80%+
Cut from agents' content search
AI Knowledge Agent for Real Estate Training
A large California brokerage made 100GB+ of training videos and blogs instantly searchable with an embedding-based AI agent, cutting agents' content-search time by 80%+.

Embedding-based search over the brokerage's full training library, with source links.

  • 80%+ reduction in agents' content-search time
  • 100GB+ of training video and blog content indexed
Tagged
Conversational AI (Chatbot / Agent)
Knowledge Management & Search (RAG)
Real Estate
Operations
HR & People
Not disclosed
Claude
Private Company
Not disclosed
Time Savings
Expert
Bryson Greenwood
Head of AI
PressW
August 2026
Explore Case
→
1,600 Qs
Answered in the first two weeks
RAG Chatbot for School District Staff Q&A
Education Delta gave district staff a role-aware RAG chatbot for policy and schedule questions; its pilot answered 1,600 questions across 700 users in the first two weeks.

Role-based retrieval with hallucination guardrails that fall back deterministically.

  • 700 pilot users; 1,600 questions answered in two weeks
  • Parent-document retrieval and query expansion bridge wording gaps
Tagged
Conversational AI (Chatbot / Agent)
Knowledge Management & Search (RAG)
Education & EdTech
Operations
HR & People
< 4 weeks
Claude
Private Company
Not disclosed
Time Savings
Customer Experience
Expert
Bryson Greenwood
Head of AI
PressW
August 2026
Explore Case
→
5 pillars
In the AI-competency assessment
AI Due Diligence Framework for Investors
Ecliptic Capital used PressW's 5-pillar AI-competency framework to technically vet a healthcare-AI investment, closing the gap where the deal team lacked deep AI expertise.

A structured 5-pillar assessment run as technical interviews with the target.

  • Covers data, governance, modeling, testing and scale
  • Findings report with positive and negative technical flags
Tagged
Decision Support & Scoring
Financial Services
Executive & Strategy
Not disclosed
Not applicable
Venture Capital Firm
Not disclosed
Risk & Compliance
Expert
Bryson Greenwood
Head of AI
PressW
August 2026
Explore Case
→
60+ hrs/mo
Saved for the fundraising team
AI Data Room Assistant for LP Due Diligence
A venture capital firm gave prospective LPs a chatbot inside its FIS DX data room to answer fund-document questions on demand, saving the fundraising team 60+ hours a month.

A financial-language-tuned chatbot embedded directly in the existing FIS DX data room.

  • 60+ hours a month saved for the fundraising team
  • Source-linked answers with auto follow-up questions for LPs
Tagged
Conversational AI (Chatbot / Agent)
Knowledge Management & Search (RAG)
Financial Services
Operations
Sales & Revenue
< 4 weeks
Claude
Venture Capital Firm
Not disclosed
1-50
Time Savings
Customer Experience
Expert
Bryson Greenwood
Head of AI
PressW
August 2026
Explore Case
→
14-chain
Chains in the LLM review pipeline
AI Compliance Analyzer for Marketing Materials
HighCamp Compliance replaced line-by-line PDF review against the 400-page SEC Marketing Rule with a 14-chain LLM pipeline that inlines compliance flags into the source document.

A 14-chain LLM pipeline that replicates human compliance review, with a feedback loop.

  • Flags inlined directly into source marketing PDFs
  • Reviewer feedback loop continuously improves detection
Tagged
Document Processing & Extraction
Decision Support & Scoring
Financial Services
Legal & Compliance
Legal & Compliance
Marketing
Not disclosed
Not disclosed
Private Company
Not disclosed
Risk & Compliance
Time Savings
Expert
Bryson Greenwood
Head of AI
PressW
August 2026
Explore Case
→
30%
Less time on unqualified leads
AI Prequalification Chatbot for R&D Tax Credits
TaxTaker automated prospect prequalification with a chatbot trained on IRS R&D tax code and its own sales process, cutting time on unqualified prospects 30% and lifting close rate ~10%.

A chatbot trained on IRS R&D code and TaxTaker's process, wired to Gusto for live eligibility.

  • 30% less time on unqualified prospects
  • Close rate up ~10% via self-serve eligibility
Tagged
Conversational AI (Chatbot / Agent)
Financial Services
Sales & Revenue
Not disclosed
Not disclosed
Private Company
Not disclosed
Time Savings
Revenue Growth
Expert
Bryson Greenwood
Head of AI
PressW
August 2026
Explore Case
→
80%+
Less time spent on applications
AI Job-Application Bot for Agency Lead Flow
Martech Studios automated its job-board applications with a GPT-4-powered bot that monitors listings 24/7 and writes tailored applications, cutting application time 80%+ and lifting interviews 65%.

Criteria-filtered monitoring plus GPT-4 personalized applications, built in ~8 weeks.

  • 80%+ time reduction on applications; 65% more interviews
  • 24/7 Playwright automation against Bubble's job board
Tagged
Process Automation (RPA + AI)
Generative Design & Content
Technology & Software
Sales & Revenue
Operations
4–8 weeks
GPT-4
Private Company
Not disclosed
Time Savings
Revenue Growth
Expert
Bryson Greenwood
Head of AI
PressW
August 2026
Explore Case
→
200+ leads
Captured at a single conference
AI Avatar Booth Experience for Conference Leads
PressW's ImagineMe turns conference attendees into personalized cartoon avatars using vision models and DALL-E 3, printing custom badges on-site and capturing 200+ leads at a single event.

Photo-to-avatar generation with on-site badge printing as the lead magnet.

  • 200+ high-quality leads at a single conference
  • Vision-model trait extraction plus DALL-E 3 generation
Tagged
Computer Vision
Generative Design & Content
Technology & Software
Marketing
Sales & Revenue
Not disclosed
DALL-E 3
Private Company
Not disclosed
Revenue Growth
Customer Experience
Expert
Bryson Greenwood
Head of AI
PressW
August 2026
Explore Case
→
1,000+ hrs
Manual hours saved on trial search
AI Clinical Trial Search Engine for Patient Matching
ClinicalNet replaced brittle keyword search with an NLP engine that matches patients to relevant clinical trials across a million-plus conditions in under five seconds, saving 1,000+ hours of manual work.

Automated medical-condition hierarchy mapping instead of hand-built taxonomies.

  • 1,000+ manual hours saved; 65,000+ active trials indexed
  • Sub-5-second matching across 1M+ conditions
Tagged
Natural Language Processing
Knowledge Management & Search (RAG)
Healthcare & Life Sciences
Product & Engineering
Operations
< 4 weeks
Custom / proprietary
Private Company
Not disclosed
1-50
Time Savings
Customer Experience
Expert
Bryson Greenwood
Head of AI
PressW
August 2026
Explore Case
→
$12.5M+ on one deal
$3.6B PE Firm Creates $12.5M+ of Value on a Single Deal
Three sequential AI products replaced manual sourcing, scattered knowledge, and slow document review.
A $3.6B middle-market private equity firm sourced deals manually, with analysts spending thousands of hours a year and institutional knowledge scattered across DealCloud, SharePoint, and personal folders.
Tagged
Knowledge Management & Search (RAG)
Document Processing & Extraction
Decision Support & Scoring
Financial Services
Executive & Strategy
Operations
4–6 months
Private Equity Firm
Not disclosed
Revenue Growth
Time Savings
Expert
Brian Benedict
Co-Founder & CCO
Eliza
Explore Case
→
5x output
$1BN Insurer Reports 5x Engineering Output With an Agentic SDLC
A specialty insurer's 30 person engineering org moved to an agentic SDLC on GitHub Enterprise, compressing feature delivery from 10 weeks to one and reporting roughly 5x throughput.
A specialty insurance company with about $1 billion in revenue ran a 30 person engineering org held back by legacy tooling, inconsistent developer environments, and ad hoc AI use.
Tagged
AI-Accelerated Custom Software
AI Workforce Enablement
Insurance
Product & Engineering
< 4 weeks
TBC
Not disclosed
Time Savings
Expert
Brian Benedict
Co-Founder & CCO
Eliza
Explore Case
→
3,000+ hrs/yr
$10B PE Firm Moves ChatGPT From Assessment to Scaled Activation
A $10B PE firm moved ChatGPT from scattered use to a core workflow, with a CIM write up GPT drafting investment committee ready summaries in under two minutes and saving more than 3,000 analyst hours a year.
A $10 billion private equity firm had ChatGPT in hand but used it superficially, and leadership lacked a shared framework after an earlier failed CIM project.
Tagged
AI Workforce Enablement
Document Processing & Extraction
Knowledge Management & Search (RAG)
Conversational AI (Chatbot / Agent)
Financial Services
Executive & Strategy
Finance & Accounting
Legal & Compliance
4–8 weeks
ChatGPT
Private Equity Firm
Not disclosed
51-250
Time Savings
Expert
Brian Benedict
Co-Founder & CCO
Eliza
Explore Case
→
~50% faster review
Mid-Market PE Firm Cuts Initial Deal Review ~50% With Four AI Agents
Four integrated AI agents automated origination, CIM analysis, divestiture scanning, and data-room review.
Chariot Capital, a mid-market private equity firm, faced bottlenecks as teams manually triaged thousands of deal teasers, rebuilt models from CIMs, and reviewed large data rooms.
Tagged
Process Automation (RPA + AI)
Document Processing & Extraction
Decision Support & Scoring
Financial Services
Operations
Executive & Strategy
< 4 weeks
Private Equity Firm
Not disclosed
Time Savings
Headcount Avoidance
Expert
Brian Benedict
Co-Founder & CCO
Eliza
Explore Case
→
$3.6M
PE Portfolio Company Gives Teams a Natural-Language Data Analyst
A PE portfolio company gave finance and operations a natural language data analyst across five systems, turning a four day wait for answers into 14 seconds and documenting $3.6M in run rate savings in 90 days.
A private equity portfolio company had to cut SG&A by 8 to 10 percent in 180 days, but data sat in five isolated systems and ad hoc questions took days.
Tagged
Conversational AI (Chatbot / Agent)
Knowledge Management & Search (RAG)
Data Synthesis & Reporting
Natural Language Processing
No items found.
Finance & Accounting
Operations
Executive & Strategy
< 4 weeks
OpenAI API
Private Equity-Backed
Private Company
Not disclosed
Cost Reduction
Time Savings
Expert
Brian Benedict
Co-Founder & CCO
Eliza
Explore Case
→
4 days = ~1 month
Legal Tech Company Ships a Month of Sprint Output in Four Days
A governed, AI-enabled software delivery lifecycle turned inconsistent AI tooling into repeatable engineering throughput.
A legal technology software company had given developers AI coding tools but adoption stayed inconsistent and QA lagged downstream. Eliza designed a governed AI software development lifecycle with human approval gates and audit logging.
Tagged
AI-Accelerated Custom Software
AI Workforce Enablement
Technology & Software
Legal & Compliance
Product & Engineering
4–8 weeks
Not disclosed
Time Savings
Cost Reduction
Expert
Brian Benedict
Co-Founder & CCO
Eliza
Explore Case
→
>90% cost cut
Turning Manual Receipt Entry Into a Competitive Advantage
A PE backed company replaced a 10 person manual receipt entry team with a vision and language pipeline, cutting per receipt processing cost by more than 90 percent and moving to same day processing.
A private equity backed company processed thousands of receipts a week through a 10 person offshore data entry team, with multi day turnaround, frequent errors, and costs that rose with volume.
Tagged
Document Processing & Extraction
Process Automation (RPA + AI)
Computer Vision
No items found.
Finance & Accounting
Operations
< 4 weeks
TBC
Private Equity-Backed
Private Company
Not disclosed
Cost Reduction
Time Savings
Expert
Brian Benedict
Co-Founder & CCO
Eliza
Explore Case
→
30+ min to <10 sec
Advisory Firm Cuts ASC Research From 30+ Minutes to Under 10 Seconds
A regulated retrieval-augmented generation system indexed the full FASB codification with citation checking.
A leading accounting and advisory firm spent 30-plus minutes per lookup navigating FASB's Accounting Standards Codification, with junior staff repeatedly escalating the same questions to seniors.
Tagged
Knowledge Management & Search (RAG)
Document Processing & Extraction
Professional Services
Finance & Accounting
Legal & Compliance
< 4 weeks
Not disclosed
Time Savings
Risk & Compliance
Expert
Brian Benedict
Co-Founder & CCO
Eliza
Explore Case
→
144,000+ users
$50BN CPG Company Builds Internal Automation Agents for Global Operations
A global consumer goods company with 144,000+ employees deployed Eliza's Nexus platform to run internal automation agents across six zones, replacing thousands of manual daily workflows.
A $50 billion consumer goods company with more than 144,000 employees across six global zones ran thousands of manual, repetitive workflows every day that point solutions could not scale.
Tagged
Process Automation (RPA + AI)
Conversational AI (Chatbot / Agent)
Consumer Goods & CPG
Finance & Accounting
Supply Chain & Procurement
Operations
HR & People
4–8 weeks
OpenAI API
Not disclosed
5,001+
Time Savings
Headcount Avoidance
Expert
Brian Benedict
Co-Founder & CCO
Eliza
Explore Case
→
~40% faster
Rootstrap Accelerates Agentic Engineering With Codex
Rootstrap, a software development firm, moved its engineers from AI autocomplete to agentic workflows with Codex, cutting time across existing engineering workflows by about 40 percent within three weeks.
Rootstrap, a software development firm, had baseline AI adoption through Cursor and Claude Code but little depth in production agentic workflows, with code review its biggest time sink.
Tagged
AI Workforce Enablement
AI-Accelerated Custom Software
Technology & Software
Product & Engineering
< 4 weeks
Multi-model platform
Not disclosed
Time Savings
Expert
Brian Benedict
Co-Founder & CCO
Eliza
Explore Case
→
10,000+ in 8 weeks
Global PE Mega-Fund Activates 10,000+ ChatGPT Users in Eight Weeks
A portfolio-scale rollout engine coordinated ChatGPT Enterprise adoption across nine independent companies.
A global private equity mega-fund needed to roll out ChatGPT Enterprise across nine portfolio companies at once, each with different IT stacks, security requirements, and AI readiness.
Tagged
AI Workforce Enablement
Financial Services
Operations
HR & People
4–8 weeks
ChatGPT
Private Equity Firm
Not disclosed
5,001+
Other
Expert
Brian Benedict
Co-Founder & CCO
Eliza
Explore Case
→
95%
Cut from manual CAD modeling
How Jewelbench Cut Jewelry CAD Modeling Time by 95%
A jewelry CAD piece took a designer days. Ideas2IT built Jewelbench a two-stage generative AI pipeline that turns a photo or prompt into a production-ready 3D model in minutes.

A two-stage pipeline splits fast preview from manufacturing-grade output.

  1. Photo or prompt to a production-ready 3D mesh in minutes, 95% faster
  2. ClipDrop cleans input; Hunyuan3D and NeuS2 build the HD model
Tagged
Generative Design & Content
Computer Vision
AI-Accelerated Custom Software
Manufacturing & Industrial
Technology & Software
Product & Engineering
6–12 months
Multi-model platform
Private Company
Not disclosed
Time Savings
Expert
Murali Vivekanandan
President
Ideas2IT Technologies
July 2026
Explore Case
→
21 of 30
Adopted across top providers
How Element5 Put Agentic AI Inside 21 of 30 Top Providers
Element5's subscription RPA hit the ceiling of rules-based automation. Ideas2IT rebuilt it as a vertical agentic AI platform, now live in 21 of the top 30 US post-acute providers.

A subscription RPA product rebuilt as a bounded, auditable agentic platform.

  • Live in 21 of the top 30 US post-acute providers, millions of tasks/month
  • Agents-on-reins + LLM doc comprehension run 5 RCM stages
Tagged
Process Automation (RPA + AI)
Document Processing & Extraction
AI-Accelerated Custom Software
Decision Support & Scoring
Healthcare & Life Sciences
Finance & Accounting
Operations
6–12 months
Claude
Private Company
Not disclosed
Revenue Growth
Risk & Compliance
Headcount Avoidance
Expert
Murali Vivekanandan
President
Ideas2IT Technologies
July 2026
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→
$500K+/yr
Cut in third-party licensing
How AS Software Replaced 290+ Instances With One Platform
AS Software ran 290+ single-tenant VB6 stacks, one per customer. Ideas2IT consolidated them into one multi-tenant SaaS, cutting ~$500K+ a year in third-party licensing.

Legacyleap read the legacy estate so the rewrite could start from a full map.

  • 290+ VB6 stacks became one multi-tenant SaaS; rewrite cut 60%
  • 3 AI products in 12 months; ~$500K+/yr licensing removed
Tagged
AI-Accelerated Custom Software
Computer Vision
Conversational AI (Chatbot / Agent)
Natural Language Processing
Healthcare & Life Sciences
Product & Engineering
Operations
6–12 months
Claude
Private Equity-Backed
Private Company
Not disclosed
51-250
Cost Reduction
Revenue Growth
Expert
Murali Vivekanandan
President
Ideas2IT Technologies
July 2026
Explore Case
→
200+ hrs/qtr
Freed from manual aggregation
How a PE-Backed Manufacturer Freed 200+ Analyst Hours a Quarter
A PE-backed precision optics and photonics manufacturer ran ~15 disconnected SAP instances. Ideas2IT unified them onto one governed platform, freeing 200+ analyst hours a quarter.

Rebuilt a 15-system SAP sprawl into one governed, AI-ready platform.

  • MigratiX agentic migration cut manual effort ~80%
  • 50+ reports consolidated; reporting went quarterly to weekly
Tagged
AI-Accelerated Custom Software
Data Synthesis & Reporting
Process Automation (RPA + AI)
Manufacturing & Industrial
Operations
Supply Chain & Procurement
6–12 months
Private Equity-Backed
Private Company
Not disclosed
5,001+
Cost Reduction
Time Savings
Expert
Murali Vivekanandan
President
Ideas2IT Technologies
July 2026
Explore Case
→
~75%
Cut from expert lookup time
How One Manufacturer Cut Expert Lookup Time by 75%
A manufacturer leaned on a handful of veterans to answer service questions. An AI assistant now surfaces order history and expert playbooks in seconds, cutting lookup time 75%.

Decades of tribal knowledge and legacy data, made searchable behind one assistant.

  • Unified layer spans ~400K orders, 10K customers, 4K products
  • Expert playbooks surfaced in seconds, cutting lookup time ~75%
Tagged
Knowledge Management & Search (RAG)
Conversational AI (Chatbot / Agent)
AI-Accelerated Custom Software
Natural Language Processing
Manufacturing & Industrial
Technology & Software
Customer Service
Operations
2–4 months
Private Company
Not disclosed
Time Savings
Customer Experience
Expert
Jordan Gurrieri
Co-founder & CEO
BlueLabel
July 2026
Explore Case
→
$11K/mo
Saved on one dispatch task
How One Telecom Saved $11K a Month on One Dispatch Task
A regional telecom's field techs now close work orders, check equipment, and pull account context in one AI chat, cutting dispatch calls and saving $11K a month on a single task.

Prototyped as a custom GPT, then rebuilt on OpenAI's Agents SDK.

  • One dispatch task now runs on $1.78/mo of tokens vs $11K/mo in salary
  • Auto-triage flags new work orders against account, equipment, outage data
Tagged
AI-Accelerated Custom Software
Conversational AI (Chatbot / Agent)
Decision Support & Scoring
Natural Language Processing
Process Automation (RPA + AI)
Telecommunications
Customer Service
Operations
Product & Engineering
2–4 months
OpenAI API
Founder-Owned
Private Company
Not disclosed
251-1,000
Cost Reduction
Time Savings
Customer Experience
Headcount Avoidance
Expert
Jordan Gurrieri
Co-founder & CEO
BlueLabel
July 2026
Explore Case
→
~75%
Cut from manual adjudication time
How One Insurer Cut Claims Adjudication From 45 to 12 Min
An insurer's claims team handed manual PDF and handwritten-doc review to an AI workflow that cut a 45-minute task to about 12 minutes and absorbed rising volume without new hires.

Regulated by design: straight-through for clean claims, human review for the rest.

  • OCR + LLM extraction cut a 45-min task to ~12 minutes
  • Confidence scoring sent edge cases to humans; scaled to new claim types
Tagged
Document Processing & Extraction
Decision Support & Scoring
AI-Accelerated Custom Software
Insurance
Operations
Legal & Compliance
< 4 weeks
Gemini
Not disclosed
Time Savings
Cost Reduction
Headcount Avoidance
Expert
Jordan Gurrieri
Co-founder & CEO
BlueLabel
July 2026
Explore Case
→
4,000+
Answered every month, 24/7
How a Solo OB-GYN Scaled to 4,000 Questions a Month
An OB-GYN answered members one by one over Instagram DMs. An AI trained only on her 1,900+ documents now answers 92% instantly, and members made it the app's #1 feature.

Grounded strictly in the brand's own content, with guardrails that escalate, not guess.

  • 1,900 docs drive a 92% instant-answer rate, zero web content
  • 4,000+ questions a month; sessions rose 5x post-launch
Tagged
Knowledge Management & Search (RAG)
Conversational AI (Chatbot / Agent)
Healthcare & Life Sciences
Customer Service
Product & Engineering
Not disclosed
Founder-Owned
Private Company
Not disclosed
1-50
Customer Experience
Revenue Growth
Time Savings
Expert
Alex Tryon
Founder
Dewey
Explore Case
→
5X
Faster time to hire
How a Healthcare Scale-Up Made Hiring 5X Faster
A healthcare scale-up's recruiters were losing candidates to a 30-day process. A voice AI now screens applicants in minutes and books the keepers — cutting time-to-hire 5X.

Voice AI replaced manual phone screening at a healthcare scale-up.

  • Screens applicants within minutes of applying, then auto-books keepers with recruiters
  • Pushes transcripts and sentiment to the ATS — time-to-hire 5X faster
Tagged
Conversational AI (Chatbot / Agent)
Process Automation (RPA + AI)
Healthcare & Life Sciences
HR & People
Not disclosed
Not disclosed
Time Savings
Revenue Growth
Expert
Csongor Barabasi
Founder & CEO
Bonsai Labs
July 2026
Explore Case
→
Shift-level
Replaced monthly plant reporting
How a Glass Manufacturer Replaced Spreadsheets With AI
A glass-container plant offloaded its manual spreadsheets onto a governed warehouse, moving defect and downtime tracking from monthly retrospectives to shift-level visibility.

A composite-key engine cleans dirty job data that defeated naive ingestion.

  • PostgreSQL warehouse with row-level security replaced spreadsheets
  • Defect and downtime now tracked at shift level, not monthly
Tagged
Data Synthesis & Reporting
Manufacturing & Industrial
Operations
Not disclosed
Not disclosed
Time Savings
Expert
Unmukt Raizada
Founder & CEO
TrustEvals
July 2026
Explore Case
→
$1.2M
Saved in year one on downtime
How a PE-Backed Manufacturer Cut Downtime 39% With AI
A PE-backed manufacturer's supervisors captured daily failure-probability rankings from existing sensor and CMMS data — cutting unplanned downtime 39% and saving $1.2M in year one.

Built on the plant's own sensor and CMMS data, surfaced in supervisors' existing routine.

  • Daily failure-probability rankings cut downtime 14.2% to 8.7%
  • $1.2M saved in year one; false positives down 40%
Tagged
Predictive Analytics & Forecasting
Decision Support & Scoring
Manufacturing & Industrial
Operations
4–8 weeks
Private Equity-Backed
Private Company
Not disclosed
Cost Reduction
Expert
Yayati Tanwar
Founder
Pluto AI
July 2026
Explore Case
→
Every run
Gated for accuracy, PII, access
How a Finance Team Eval-Checked Every AI Run
A regulated finance function layered an eval check over every AI-generated analysis, enforcing accuracy, PII-safety, and authorization before an independent model signs it off.

Trust is enforced per run, not per project: three layers gate each generation.

  • Eval layer checks accuracy, PII-safety, and authorization each run
  • Adversarial reviewer model flags inconsistencies before sign-off
Tagged
Knowledge Management & Search (RAG)
Data Synthesis & Reporting
Financial Services
Finance & Accounting
Legal & Compliance
Not disclosed
Not disclosed
Risk & Compliance
Time Savings
Expert
Unmukt Raizada
Founder & CEO
TrustEvals
July 2026
Explore Case
→
No SQL
Answered in plain language
How a Family Office Unlocked One Financial View With AI
A family office's PMs and analysts pull consolidated answers in plain language, no SQL or Excel, while company-level scoping keeps each entity's data inside its access boundary.

Governance and audit trails were architected from inception, not bolted on.

  • Natural-language layer returns consolidated answers with no SQL
  • Company-level scoping keeps consolidation inside access limits
Tagged
Conversational AI (Chatbot / Agent)
Data Synthesis & Reporting
Financial Services
Finance & Accounting
Executive & Strategy
Not disclosed
Not disclosed
Time Savings
Risk & Compliance
Expert
Unmukt Raizada
Founder & CEO
TrustEvals
July 2026
Explore Case
→
83%
Reduced time to scale program 6x
How Cando Rail Cut Risk-Assessment Time 83% With AI
A rail safety team spent 4–16 hours of expert meetings on every risk assessment. An AI now drafts and documents them live — freeing 20+ hours and cutting scale-up time 83%.

Grounded in Cando's own assessment history rather than generic retrieval.

  • Automated drafts run at under $0.05 each
  • Live voice capture freed 20+ expert hours per assessment
Tagged
Conversational AI (Chatbot / Agent)
Knowledge Management & Search (RAG)
Transportation & Logistics
Operations
Not disclosed
Not disclosed
Time Savings
Risk & Compliance
Expert
Chris Taylor
CEO & Co-Founder
Fractional AI
July 2026
Explore Case
→
$2.7M
Saved yearly across three plants
How a PE Fund Saved $2.7M Across Three Factories With AI
A PE fund cloned one predictive-maintenance build across three factories — cutting unplanned downtime 37% and saving $2.7M, with rollout dropping from six weeks to three.

One reusable architecture, re-fit to each site's own data instead of rebuilt.

  • Rollout fell from 6 weeks to 3 by the third plant
  • Downtime dropped 14% to 8.8%, saving $2.7M a year
Tagged
Predictive Analytics & Forecasting
Decision Support & Scoring
Manufacturing & Industrial
Operations
2–4 months
Private Equity-Backed
Private Equity Firm
Not disclosed
Cost Reduction
Time Savings
Expert
Yayati Tanwar
Founder
Pluto AI
July 2026
Explore Case
→
Full traceability
Traced to source chart text
How a US RCM Operation Made Every Code Traceable With AI
A revenue-cycle coding team wired every AI code suggestion back to the source chart text, keeping outputs billable and auditable through three-model validation and human gates.

Auditability designed in: no code is final until it links to source.

  • Three-model pipeline with human gates blocks hallucinated codes
  • Every code traces to source chart text with confidence scoring
Tagged
Document Processing & Extraction
Natural Language Processing
Decision Support & Scoring
Healthcare & Life Sciences
Operations
Finance & Accounting
Not disclosed
Not disclosed
Time Savings
Risk & Compliance
Expert
Unmukt Raizada
Founder & CEO
TrustEvals
July 2026
Explore Case
→
Hundreds
Delivered to platform learners
How Superintelligent Surfaced Hundreds of Tool Picks With AI
Superintelligent's learners couldn't find the right tool in a daily-updated catalog. A RAG chatbot now matches questions to its tool database and returns recommendations in seconds.

Retrieval-augmented generation grounded every recommendation in Superintelligent's own tool catalog.

  • Embeds queries and retrieves matches from a Pinecone index
  • Delivered hundreds of personalized tool recommendations
Tagged
Knowledge Management & Search (RAG)
Recommendation Systems
Education & EdTech
Product & Engineering
Not disclosed
Not disclosed
Customer Experience
Expert
Chris Taylor
CEO & Co-Founder
Fractional AI
July 2026
Explore Case
→
85%+
Maintained on millions of records
How Sincera Categorizes 1–2M Records at 85%+ With AI
Sincera ingests millions of messy, inconsistent product and audience records every month. A five-agent AI pipeline now maps each to a clean taxonomy at 85%+ accuracy, in real time.

Five sequential agents split the work into classify, enrich, discern, and judge, each with confidence scoring.

  • Categorizes 1–2M records a month at 85%+ accuracy
  • Maps to a 10,000-category taxonomy in real time
Tagged
Natural Language Processing
Knowledge Management & Search (RAG)
Technology & Software
Product & Engineering
Not disclosed
Not disclosed
Time Savings
Customer Experience
Expert
Chris Taylor
CEO & Co-Founder
Fractional AI
July 2026
Explore Case
→
Zero writes
Kept off the live production ERP
How an Agri-Food Group Freed Trapped ERP Data With AI
A multi-entity agri-food group piped trapped ERP data into a read-only, zero-write layer, giving owners dashboards for volume, yield, and orders without touching the live ERP.

A zero-write layer keeps the live ERP untouched while consolidating every domain.

  • Read-only feed replaced scattered exports with one governed store
  • Daily dashboards for volume, yield, and orders used by named owners
Tagged
Data Synthesis & Reporting
Agriculture & Food
Operations
Executive & Strategy
Not disclosed
Not disclosed
Time Savings
Expert
Unmukt Raizada
Founder & CEO
TrustEvals
July 2026
Explore Case
→
35 min
Delivers a decision-ready report
How One Research Firm Cut Trend Reports to 35 Min With AI
A market intelligence platform's analysts reacted to client questions. AI research agents now scan the web and judge what matters — decision-ready reports in under 35 minutes for $3.

Research was deliberately separated from judgment to cut bias, mirroring how analysts actually work.

  • Decision-ready trend reports in under 35 minutes
  • About $3 per report, ~80% verdict consistency on re-run
Tagged
Data Synthesis & Reporting
Decision Support & Scoring
Professional Services
Operations
Not disclosed
Private Equity-Backed
Private Company
Not disclosed
Time Savings
Cost Reduction
Expert
Chris Taylor
CEO & Co-Founder
Fractional AI
July 2026
Explore Case
→
Zero regressions
Proven before go-live cutover
How an Enterprise Proved a Regression-Free SAP Migration
An enterprise facing SAP ECC end-of-support replayed real production data through the reference design and the migrated system, surfacing regressions before cutover, not after.

Equivalence is proven with evidence, not assumed: production data drives it.

  • Real production data replayed through legacy and migrated systems
  • Regressions surface before cutover, hitting the ECC support deadline
Tagged
No items found.
No items found.
Operations
Not disclosed
Not disclosed
Risk & Compliance
Expert
Unmukt Raizada
Founder & CEO
TrustEvals
July 2026
Explore Case
→
10x
Faster to configure Arc instances
How Beghou Slashed Configuration Time 10x With AI
Beghou's engineers hand-edited 100+ metadata tables to make simple changes. An AI copilot now turns plain-language requests into validated SQL — configuring instances 10x faster.

A read-only agent with human review kept engineers in control of every change.

  • Live metadata context drove up-to-10x faster configuration
  • Temperature tuning (1.0→0.4) cut errors ~50%
Tagged
AI-Accelerated Custom Software
Conversational AI (Chatbot / Agent)
Healthcare & Life Sciences
Product & Engineering
Not disclosed
Not disclosed
Time Savings
Expert
Chris Taylor
CEO & Co-Founder
Fractional AI
July 2026
Explore Case
→
$500
Ran 150 interviews in two weeks
How Superintelligent Interviewed 150 Staff for $500 With AI
Superintelligent's agent-readiness audits once needed costly consultants. An AI voice agent now runs adaptive interviews across a workforce — 150 employees in two weeks for $500.

A multi-agent design separated interviewing, drift detection, and evaluation to keep quality high at scale.

  • Interviewed 150 employees in two weeks for $500
  • Ran thousands of interviews in its first month live
Tagged
Conversational AI (Chatbot / Agent)
Natural Language Processing
Technology & Software
Product & Engineering
2–4 months
Not disclosed
Cost Reduction
Time Savings
Expert
Chris Taylor
CEO & Co-Founder
Fractional AI
July 2026
Explore Case
→
26% to <1%
Drop in hallucinated endpoint paths
How Zapier Cut Spec Hallucinations to Under 1% With AI
Zapier's team couldn't measure how often its spec-gen LLM hallucinated. A seven-metric evaluation framework made it visible — dropping hallucinated paths from 26% to under 1%.

Making the pipeline measurable came first; only then did targeted experiments improve it.

  • Seven-metric evals cut endpoint hallucinations 26% to <1%
  • Prompt caching cut cost ~25% (about $6) per run
Tagged
Document Processing & Extraction
Natural Language Processing
Technology & Software
Product & Engineering
Not disclosed
Not disclosed
Risk & Compliance
Cost Reduction
Expert
Chris Taylor
CEO & Co-Founder
Fractional AI
July 2026
Explore Case
→
10x
Faster to build API connectors
How Airbyte Compressed Connector Builds 10x With AI
Airbyte users once hand-parsed inconsistent API docs on every connector. An AI builder now crawls the docs and pre-fills the config — turning an hour-plus job into minutes.

A five-step workflow turns raw API docs into reviewable connector drafts, keeping a human in the loop.

  • Crawls docs and pre-fills config — builds 10x faster
  • Connector volume rose after the AI Assist launch
Tagged
AI-Accelerated Custom Software
Document Processing & Extraction
Technology & Software
Product & Engineering
Not disclosed
Not disclosed
Time Savings
Expert
Chris Taylor
CEO & Co-Founder
Fractional AI
July 2026
Explore Case
→
Higher LTV:CAC
And lower cost per account
Engine unifies its data to act on LTV:CAC across every channel
The travel-technology company consolidated fragmented systems and pushed insights back into ad platforms via Reverse ETL.

Sales and marketing systems unified to steer spend by LTV:CAC.

  • Gong, Salesforce & HubSpot in one Connect environment
  • Reverse ETL feeds LTV:CAC insights to ad platforms; lower cost/account
Tagged
Data Synthesis & Reporting
Natural Language Processing
Process Automation (RPA + AI)
Hospitality & Travel
Technology & Software
Marketing
Sales & Revenue
Not disclosed
Not disclosed
Revenue Growth
Cost Reduction
Expert
Corey Beale
Chief Revenue Officer
CorralData
July 2026
Explore Case
→
+30%
Sales growth after unifying data
A DTC wellness brand turns fragmented marketing data into 30% sales growth
The wellness brand unified its full marketing stack into a reporting engine and CDP with AskCorral AI querying.

One reporting engine plus a CDP that activates audiences into ad platforms.

  • Reverse ETL pushes custom segments to Meta & Google; sales +30%
  • AskCorral AI querying alongside ROAS/conversion +39%, AOV +14%
Tagged
Data Synthesis & Reporting
Natural Language Processing
Process Automation (RPA + AI)
Consumer Goods & CPG
Retail & E-Commerce
Marketing
Not disclosed
Not disclosed
Revenue Growth
Expert
Corey Beale
Chief Revenue Officer
CorralData
July 2026
Explore Case
→
100s of sources
Unified for non-technical staff
American Museum of Natural History empowers staff to explore data across hundreds of sources
The 150-year-old institution unified hundreds of data sources so non-technical staff could self-serve insights.

Hundreds of disparate sources unified for non-technical staff.

  • Tessitura, Delighted & the Explorer app in one analytics layer
  • Staff self-serve NPS, donations and visitation drivers on demand
Tagged
Data Synthesis & Reporting
Non-Profit & Social Impact
Marketing
Operations
Not disclosed
Nonprofit/Institution
Not disclosed
Customer Experience
Expert
Corey Beale
Chief Revenue Officer
CorralData
July 2026
Explore Case
→
Lower CAC
And higher marketing ROI
Lacoste gains a unified view of its global online operations
The French apparel brand consolidated fragmented online channels into one AI-powered analytics platform.

Fragmented e-commerce channels consolidated into one attribution view.

  • GA/GA4 blending + attribution ties LTV:CAC to first product and campaign
  • Unified reporting cut acquisition cost and lifted marketing ROI
Tagged
Data Synthesis & Reporting
Decision Support & Scoring
Retail & E-Commerce
Marketing
Not disclosed
Not disclosed
Revenue Growth
Cost Reduction
Time Savings
Expert
Corey Beale
Chief Revenue Officer
CorralData
July 2026
Explore Case
→
Self-serve
Analytics for every team
sweetgreen unifies scattered data to power team-wide decisions
The publicly traded fast-casual chain gave every team self-serve access to insights across sales, app, and media data.

Self-serve analytics for every team — no data-engineering hires.

  • Mixpanel, AppsFlyer & GA unified into one governed reporting layer
  • Reverse ETL flags churn-risk patrons and automates growth actions
Tagged
Data Synthesis & Reporting
Predictive Analytics & Forecasting
Process Automation (RPA + AI)
Hospitality & Travel
Marketing
Executive & Strategy
Not disclosed
Public Company
Not disclosed
Revenue Growth
Customer Experience
Time Savings
Expert
Corey Beale
Chief Revenue Officer
CorralData
July 2026
Explore Case
→
Phase 1
GTM foundation + AI support chatbot
Hercules Touch Anesthesia Built Its Phase 1 GTM Foundation and an AI Support Chatbot
Hercules Touch Anesthesia partnered with DevDash Labs to rebuild its brand, sharpen its go-to-market story, and deploy an AI chatbot that qualifies leads and answers buyer questions.

A Phase 1 'Foundation' build paired brand and go-to-market groundwork with a lightweight AI layer.

  • Visual identity, messaging, ICP and pricing validation delivered
  • AI website chatbot qualifies leads, wired into a HubSpot CRM setup
Tagged
Conversational AI (Chatbot / Agent)
Healthcare & Life Sciences
Marketing
Sales & Revenue
Not disclosed
Private Company
Not disclosed
Customer Experience
Revenue Growth
Expert
Nitesh Pant
Co-founder
DevDash Labs
July 2026
Explore Case
→
98%
Screen-reading accuracy validated
Summit Trails Validated 98% Screen-Reading Accuracy Before Writing Code
Before investing in a full build, Summit Trails used a focused four-week feasibility study to prove that local vision models could read on-screen work at 98% accuracy without sending a single image to the cloud.

A four-week 'Step Zero' study proved feasibility before any build was funded.

  • Local vision models validated 98% accuracy, zero images sent to cloud
  • 3 independent CIOs approved a 20-week roadmap across 8 systems
Tagged
Computer Vision
AI-Accelerated Custom Software
Professional Services
Operations
4–8 weeks
Private Company
Not disclosed
Risk & Compliance
Cost Reduction
Expert
Nitesh Pant
Co-founder
DevDash Labs
July 2026
Explore Case
→
+20% EBITDA margin
EBITDA-margin lift in 90 days
D2C Wellness Brand Lifts EBITDA Margin 20% in 90 Days
QuantFi ran a full unit-economics review for a fast-growing D2C wellness brand, exposing unprofitable SKUs and channels and lifting EBITDA margin 20% within 90 days.

QuantFi ran a full unit-economics review for a fast-growing D2C wellness brand, building a fully burdened contribution-margin model across COGS, fulfillment, marketing, fees, returns, and CAC. It lifted gross margin 15%, cut wasted spend 20%, and raised EBITDA margin 20%.

Tagged
Data Synthesis & Reporting
Retail & E-Commerce
Consumer Goods & CPG
Finance & Accounting
Marketing
2–4 months
Private Company
Not disclosed
Revenue Growth
Cost Reduction
Expert
Christian Sanford
Managing Partner
QuantFi
Explore Case
→
3x faster close
monthly close, 15+ days to <5
CPG Brand Closes the Books 3x Faster After NetSuite Rollout
QuantFi implemented NetSuite for a high-growth CPG brand running U.S.–Mexico warehouses, delivering 100% SKU-level inventory visibility and cutting the monthly close from 15+ days to under five with zero downtime.

QuantFi implemented NetSuite for a high-growth CPG brand running U.S.–Mexico warehouses, with multi-subsidiary, multi-currency operations and Shopify and 3PL integrations. It delivered 100% SKU-level visibility and cut the monthly close from 15+ days to under five.

Tagged
Process Automation (RPA + AI)
Consumer Goods & CPG
Operations
Finance & Accounting
Supply Chain & Procurement
Not disclosed
Private Company
Not disclosed
Time Savings
Cost Reduction
Expert
Christian Sanford
Managing Partner
QuantFi
Explore Case
→
2-week turnaround
LOI to a diligenced model
PE Sponsor Underwrites a Carve-Out in a 2-Week Turnaround
QuantFi built a dynamic deal model that let a PE sponsor flex 15+ capital structures and three operating scenarios in real time, moving from LOI to a fully diligenced model in two weeks.

QuantFi built a dynamic deal model for a PE sponsor underwriting a complex carve-out, flexing 15+ capital structures and three operating scenarios in real time with return waterfalls and a stranded-cost model. The sponsor went from LOI to a diligenced model in two weeks.

Tagged
Data Synthesis & Reporting
Financial Services
Finance & Accounting
Executive & Strategy
< 4 weeks
Private Equity-Backed
Private Equity Firm
Not disclosed
Time Savings
Risk & Compliance
Expert
Christian Sanford
Managing Partner
QuantFi
Explore Case
→
<3 weeks to model
to an investor-grade model
AI Startup Builds an Investor-Grade Model in Under 3 Weeks
QuantFi turned usage economics into an investor-grade model for an early-stage AI co-pilot startup in under three weeks, designing token-based pricing the founders adopted pre-launch and used as a fundraising strength.

QuantFi turned an early-stage AI co-pilot startup's usage economics into an investor-grade financial model in under three weeks, designing hybrid subscription-plus-token pricing and 5+ capital-raise scenarios. The startup adopted token pricing pre-launch.

Tagged
Data Synthesis & Reporting
Technology & Software
Finance & Accounting
Executive & Strategy
< 4 weeks
Private Company
Not disclosed
1-50
Revenue Growth
Expert
Christian Sanford
Managing Partner
QuantFi
Explore Case
→
3+ LOIs / 90 days
serious buyer LOIs in 90 days
Midwest Industrial Business Lands 3+ LOIs in 90 Days
QuantFi ran a full sell-side process for a Midwest industrial business, packaging banker-grade financials that surfaced EBITDA 11% above management-reported figures and generated multiple serious LOIs within 90 days.

QuantFi ran a full sell-side process for a Midwest industrial business: an integrated 3-statement model, a Quality of Earnings review, and a banker-grade CIM. Normalizing earnings surfaced EBITDA 11% above management, and a curated M&A process drew 3+ LOIs in 90 days.

Tagged
Data Synthesis & Reporting
Manufacturing & Industrial
Finance & Accounting
Executive & Strategy
2–4 months
Private Company
Not disclosed
Revenue Growth
Expert
Christian Sanford
Managing Partner
QuantFi
Explore Case
→
3
Shipped production AI products
A Longevity Institute Shipped Clinical AI, Zero Egress
After an incumbent burned 12 months with nothing usable, the institute's clinical team got three AI products live in-country, with clinicians taking over any patient conversation.

A sovereign clinical AI platform built where hosted AI APIs were legally off the table.

  • 3 production AI products on one FHIR R4 engine, zero data egress
  • 212 backend tests added and multiple security gaps closed
Tagged
Conversational AI (Chatbot / Agent)
AI-Accelerated Custom Software
Healthcare & Life Sciences
Product & Engineering
Operations
Not disclosed
Private Company
Not disclosed
Risk & Compliance
Customer Experience
Expert
Aanikh Kler
Head of AI
Lazer Technologies
July 2026
Explore Case
→
Weeks → Seconds
Cut knowledge retrieval time
A Top Venture Firm Cut Knowledge Retrieval to Seconds
The firm's investment team could query years of scattered calls, memos, notes, and CRM records in seconds instead of weeks, surfacing deal connections no one person could hold.

A top global venture firm made its scattered institutional memory queryable.

  • Retrieval fell from weeks to seconds across years of firm memory
  • 2 platforms unified 4 data sources; now trialed by the CEO
Tagged
Knowledge Management & Search (RAG)
Data Synthesis & Reporting
AI-Accelerated Custom Software
Financial Services
Executive & Strategy
Operations
2–4 months
Venture Capital Firm
Not disclosed
51-250
Time Savings
Expert
Aanikh Kler
Head of AI
Lazer Technologies
July 2026
Explore Case
→
100+ hrs/mo
Won back on manual intake work
A Municipal Tax Software Firm Won Back 100+ Staff Hours/Mo
Staff once retyped every legal document by hand on a decades-old Access database. Automated intake now builds case files itself, and the firm adds municipal clients without hiring.

Lazer replaced a legacy Access system with an AI-native CRM.

  • 100+ staff hours saved per month via automated document intake
  • Hundreds of documents auto-ingested, parsed, and validated without human touch
Tagged
Document Processing & Extraction
Process Automation (RPA + AI)
Government & Public Sector
Technology & Software
Operations
4–6 months
Private Equity-Backed
Private Company
Not disclosed
1-50
Time Savings
Headcount Avoidance
Expert
Aanikh Kler
Head of AI
Lazer Technologies
July 2026
Explore Case
→
20%
Cut PR review time
A LatAm EdTech Leader Cut PR Review Time 20% Post-Merger
After growth-by-acquisition scattered engineering practices, the company's dev teams standardized how AI coding agents ship code, cutting PR review time and slashing reverts 65%.

Standardizing AI coding-agent deployment across a post-M&A codebase turned ad-hoc tool use into an org capability.

  • PR review time down 20% across teams
  • PR revert rate improved 65%, signaling higher quality
Tagged
AI Workforce Enablement
AI-Accelerated Custom Software
Education & EdTech
Product & Engineering
Not disclosed
Private Equity-Backed
Private Company
Not disclosed
1,001-5,000
Time Savings
Cost Reduction
Expert
Aanikh Kler
Head of AI
Lazer Technologies
July 2026
Explore Case
→
+40%
Lifted PR velocity in six weeks
A Global Wellness Brand Lifted PR Velocity 40% in 6 Weeks
The engineering team went from near-zero AI adoption to shipping 40% more pull requests in six weeks, and recovered enough capacity to offboard thirteen outside contractors.

Lazer ran AI coding adoption as an engineering engagement, sequenced across 38 engineers.

  • PR velocity up 40% within six weeks
  • 13 external contractors offboarded, ~$300K/year saved per 10 engineers
Tagged
AI Workforce Enablement
AI-Accelerated Custom Software
Consumer Goods & CPG
Healthcare & Life Sciences
Product & Engineering
4–8 weeks
Private Company
Not disclosed
251-1,000
Time Savings
Cost Reduction
Expert
Aanikh Kler
Head of AI
Lazer Technologies
July 2026
Explore Case
→
21 days
Shipped from kickoff to production
A Global Health Brand Team Shipped a BI Agent in 21 Days
Brand teams that once waited in analyst queues for numbers now pull their own BI answers on demand, after a three-week build gave 30+ brands across 60+ countries a working agent.

A global consumer health company replaced ticket-based BI with self-serve agents.

  • Kickoff to production in 21 days over three one-week phases
  • 30+ brands in 60+ countries self-serve; ~20 workflows into one agent path
Tagged
Conversational AI (Chatbot / Agent)
Data Synthesis & Reporting
Consumer Goods & CPG
Healthcare & Life Sciences
Marketing
Operations
Executive & Strategy
< 4 weeks
Public Company
Public Company
Not disclosed
5,001+
Time Savings
Expert
Aanikh Kler
Head of AI
Lazer Technologies
July 2026
Explore Case
→
16→6 wks
Cut per-SKU packaging cycle (proj)
A Top Canadian Retailer Cut Packaging From 16 Weeks to 6
The retailer's packaging team, spread across Brand, Product, and Merchandising, is set to reclaim roughly 6,908 hours a year and pull revenue forward on all 4,000 SKUs it ships.

Lazer's discovery mapped a cross-functional packaging pipeline into a multi-agent design.

  • Projected cycle: 16 weeks to 6 per SKU
  • ~6,908 hours saved a year across 4,000 SKUs
Tagged
Process Automation (RPA + AI)
AI-Accelerated Custom Software
Retail & E-Commerce
Consumer Goods & CPG
Operations
Marketing
Supply Chain & Procurement
Not disclosed
Not disclosed
5,001+
Time Savings
Revenue Growth
Expert
Aanikh Kler
Head of AI
Lazer Technologies
July 2026
Explore Case
→
80%
Hit in a 6-week feasibility pilot
A Pension Venture Studio Unlocked 80% Doc AI in 6 Weeks
Before committing capital to an insurance venture, the studio's team needed to know if AI could parse the industry's worst documents. It got 80% accuracy and a working prototype.

A time-boxed pilot to prove document AI before a venture build.

  • 80% accuracy on OCR-heavy insurance files where table-transformers failed
  • Demo-ready prototype delivered in 6 weeks
Tagged
Document Processing & Extraction
Insurance
Financial Services
Operations
Product & Engineering
4–8 weeks
Nonprofit/Institutional
Nonprofit/Institution
Not disclosed
5,001+
Risk & Compliance
Revenue Growth
Expert
Aanikh Kler
Head of AI
Lazer Technologies
July 2026
Explore Case
→
100%
Answered P&L pilot queries right
A Fortune 500 CPG Team Hit 100% Accuracy in Its P&L Pilot
Teams that once waited in analyst queues now ask their governed data in plain English and trust the answers, while leadership governs every AI tool from one control plane.

Lazer shipped a governed natural-language BI agent plus an enterprise AI governance hub for a Fortune 500 CPG.

  • 100% correct answers in the P&L pilot
  • 4 systems integrated; Phase 2 approved
Tagged
Conversational AI (Chatbot / Agent)
Data Synthesis & Reporting
Decision Support & Scoring
Consumer Goods & CPG
Finance & Accounting
Operations
Executive & Strategy
Not disclosed
Public Company
Public Company
Not disclosed
5,001+
Time Savings
Risk & Compliance
Expert
Aanikh Kler
Head of AI
Lazer Technologies
July 2026
Explore Case
→
40,000+
Trained an LLM support agent
A Top Dating Platform Turned 40,000 Tickets Into Support AI
The platform's data science team put an LLM support agent through a 12-week proof of concept, winning over the CEO and CPO and expanding into an embedded innovation sprint.

A high-volume support operation tested whether LLMs could safely automate first-line support.

  • POC trained on 40,000+ real support tickets
  • Validated by the CEO, CPO, and ML team, then grew into an embedded sprint
Tagged
Conversational AI (Chatbot / Agent)
Knowledge Management & Search (RAG)
Natural Language Processing
Technology & Software
Media & Entertainment
Customer Service
Product & Engineering
2–4 months
Not disclosed
5,001+
Cost Reduction
Customer Experience
Expert
Aanikh Kler
Head of AI
Lazer Technologies
July 2026
Explore Case
→
~300
Staff enabled across functions
How a London Consultancy Took AI Rigour to 300 Staff
A leading London transformation consultancy carried its consulting rigour into AI workflows — enabling ~300 staff and moving directors from ad-hoc Claude use to client-ready output.

Enablement framed around existing consulting rigour, not novelty.

  • ~300 staff across functions; 120 in hands-on in-person workshops
  • Director Q&A built reusable Claude accelerators from messy inputs
Tagged
AI Workforce Enablement
Professional Services
Executive & Strategy
Operations
Not disclosed
Not disclosed
Time Savings
Expert
Mel Moeller
Chief AI Officer
GenFutures Lab
July 2026
Explore Case
→
25
Journalists now use AI daily
How Kent Online Wired AI Into the Daily Newsroom Routine
A 25-strong regional newsroom moved AI from curiosity to daily habit — using it for story discovery, transcription and headline testing while keeping NUJ editorial standards intact.

Workflow-first training across the full reporting cycle, not AI theory.

  • RTF/RISEN/RODES prompting for research, transcription and headlines
  • NUJ-aligned guardrails kept AI inside editorial standards
Tagged
AI Workforce Enablement
Media & Entertainment
Operations
Not disclosed
Not disclosed
Time Savings
Expert
Mel Moeller
Chief AI Officer
GenFutures Lab
July 2026
Explore Case
→
$100K
Saved a year on manual reporting
How Infinity Constellation Saved $100K a Year on Reporting
Infinity Constellation's 8 portcos ran on clashing data definitions, so leaders waited on stale reports. Now their team chats with live, trusted data inside Claude — an estimated $100K saved a year.
Standardize portco data, centralize it, then expose it to Claude via MCP. • Per-unit API integrations set up in minutes; live data flowing in days • Team chats with live data in Claude — ~$100K/yr saved
Tagged
Data Synthesis & Reporting
Conversational AI (Chatbot / Agent)
Financial Services
Executive & Strategy
Finance & Accounting
< 4 weeks
Claude
Venture-Backed
Private Equity Firm
$25K – $100K
1-50
Time Savings
Cost Reduction
Risk & Compliance
Expert
Ilan Man
Founder & CEO
Paradox Machines
Explore Case
→
$700K NPV
Underwritten 3-yr, one workflow
How a SaaS Firm Underwrote $700K From One AI Workflow
A PE-backed SaaS firm's AI looked done but never reached the P&L. A drafting workflow on the client's existing tools cut 1–2 weeks of consultant work to ~2 hours — with $700K in NPV underwritten over three years on top.
Sequenced against the P&L and built on the client's existing Azure/Microsoft environment with a model-agnostic agent layer. • ProServ doc drafting: 1–2 weeks → ~2 hours per engagement (realized) • $700K NPV and 5–6% Year-1 margin underwritten over 3 years (projected)
Tagged
Process Automation (RPA + AI)
Generative Design & Content
Knowledge Management & Search (RAG)
AI Workforce Enablement
Technology & Software
Operations
Executive & Strategy
< 4 weeks
Multi-model platform
Private Equity-Backed
Private Company
Not disclosed
251-1,000
Cost Reduction
Time Savings
Expert
Jimmy Bijlani
Founder & CEO
AI Momentum Partners
July 2026
Explore Case
→
4 days → 4 hrs
Cut from month-end board pack time
How a PE Distributor Cut Board Packs to 4 Hours With AI
A finance team burned four days a month stitching three systems into the board pack. An AI now builds it in four hours — and the PE sponsor sees KPIs in real time.
Data-quality audit first, then a pipeline on existing infrastructure — no new software. • Live ERP/CRM/ops feed cut board packs from 4 days to 4 hours • KPI alerts gave the PE sponsor real-time visibility, in 6 weeks
Tagged
Data Synthesis & Reporting
Manufacturing & Industrial
Finance & Accounting
4–8 weeks
Custom / proprietary
Private Equity-Backed
Private Company
$25K – $100K
251-1,000
Time Savings
Expert
Yayati Tanwar
Founder
Pluto AI
Explore Case
→
~95%
Cut in human hours per report
How a Research Firm Cut 95% of Report Hours With AI
A research team once spent a month hand-building each 30-page report. Sixteen AI agents now draft, design, and brand-check them under seven human gates — cutting 95% of the hours.
Foundation and brand standards codified first; agents built on top, humans kept in control. • 16 specialist agents cut active report hours ~95% • 8-week sprint took cost to $14–27 per report
Tagged
AI Workforce Enablement
Generative Design & Content
AI-Accelerated Custom Software
Professional Services
Marketing
4–8 weeks
Claude
Public Company
Public Company
$25K – $100K
5,001+
Time Savings
Expert
Will Fernandez
Co-founder
Defyner
Explore Case
→
~42 hrs/mo
Reclaimed from reconciliation
How One PE Firm Clawed Back 40+ Hours a Month With AI
A PE firm's associates rebuilt 14 P&Ls by hand every month. An AI now reconciles any format into one source of truth — reclaiming ~42 hours a month across the firm and its portcos, and catching trends early.
AI extraction plus a deterministic P&L schema, layered on existing tools. • Any-format financials → one validated source of truth per portco • ~42 hrs/month reclaimed across firm + portcos; live in ~3 weeks
Tagged
Document Processing & Extraction
Data Synthesis & Reporting
Process Automation (RPA + AI)
Financial Services
Finance & Accounting
Executive & Strategy
< 4 weeks
Multi-model platform
Private Equity Firm
Not disclosed
1-50
Time Savings
Cost Reduction
Expert
Harry Ratcliff
Co-Founder & CEO
DealSage
July 2026
Explore Case
→
New revenue
From once-untouchable data
How a Healthcare Platform Turned Off-Limits Data Into Revenue
A healthcare platform sat on clinical data too sensitive to touch. A de-identification layer now strips PHI and Part 2 fields — turning legal liability into a sellable data asset.

Compliance treated as the unlock, not the blocker — Part 2 handled with PHI.

  • De-identification layer strips PHI + 42 CFR Part 2 / SUD data
  • Untouchable records became a sellable, monetizable data asset
Tagged
Natural Language Processing
Document Processing & Extraction
Healthcare & Life Sciences
Finance & Accounting
Operations
2–4 months
Multi-model platform
Private Equity-Backed
Private Company
$100K – $250K
51-250
Revenue Growth
Risk & Compliance
Expert
Zach Shapiro
Founder & CEO
OutcomeCatalyst
June 2026
Explore Case
→
60%
Less senior time ramping juniors
How a Restructuring Firm Cut Senior Time Onboarding Juniors 60%
A restructuring firm leaned on senior partners to ramp juniors, burning its priciest billable hours. An AI knowledge brain lets juniors self-serve precedent — cutting senior onboarding time 60%.

Senior expertise turned into a self-serve asset instead of a standing interruption.

  • Queryable knowledge brain lets juniors self-serve precedent
  • Cut senior time ramping juniors ~60%
Tagged
Knowledge Management & Search (RAG)
AI Workforce Enablement
Professional Services
Operations
Executive & Strategy
4–8 weeks
Partnership
$25K – $100K
51-250
Revenue Growth
Time Savings
Expert
Zach Shapiro
Founder & CEO
OutcomeCatalyst
June 2026
Explore Case
→
~7%
Sales lift from targeted outreach
How a Luxury Brokerage Lifted Sales ~7% on Client Data
A luxury brokerage ran on gut feel, client knowledge stuck in brokers' inboxes. An AI now mines email and text into one brain — matching listings to buyers and lifting sales ~7%.

Scattered broker knowledge centralized before any outreach was retargeted.

  • Auto-ingests every broker's email + text into one client brain
  • Property-to-buyer matching lifted sales ~7%
Tagged
Recommendation Systems
Knowledge Management & Search (RAG)
Real Estate
Sales & Revenue
Marketing
4–8 weeks
Founder-Owned
$25K – $100K
1-50
Revenue Growth
Expert
Zach Shapiro
Founder & CEO
OutcomeCatalyst
June 2026
Explore Case
→
30%
Recovered from slow-reply leakage
How an Industrial Maker Recovered 30% of Leaking Revenue
An industrial maker watched orders leak to rivals. An AI now tracks every inquiry and fires alerts before the 30-minute window closes — recovering 30% of lost revenue.

Response speed made visible and enforceable before any sales process changed.

  • Real-time tracking keeps every order under the 30-minute line
  • Alerts before orders go cold recovered ~30% of leaking revenue
Tagged
Natural Language Processing
Decision Support & Scoring
Process Automation (RPA + AI)
Manufacturing & Industrial
Sales & Revenue
Operations
4–8 weeks
Claude
Founder-Owned
Under $25K
51-250
Revenue Growth
Expert
Zach Shapiro
Founder & CEO
OutcomeCatalyst
June 2026
Explore Case
→
85%
Less monthly reporting time
How a 50-Site Real Estate Operator Cut Monthly Reporting 85%
A real estate ops team piped 50+ sites' data into one live source of truth — collapsing the monthly close from three days to same-day and reclaiming 350+ analyst hours a year.

Site systems unified into one live source of truth before reporting was rebuilt.

  • Cut monthly reporting from ~3 days to same-day (85% less)
  • Query layer reclaimed 350+ analyst hours a year
Tagged
Data Synthesis & Reporting
Knowledge Management & Search (RAG)
Real Estate
Operations
Executive & Strategy
2–4 months
Founder-Owned
$25K – $100K
51-250
Time Savings
Expert
Zach Shapiro
Founder & CEO
OutcomeCatalyst
June 2026
Explore Case
→
4x
Paid search over paid social
How a DTC Brand Proved Paid Search Returns 4x Paid Social
A nine-figure DTC outdoor brand ran its dozen ad platforms through a margin-aware marketing mix model — proving paid search returns 4x paid social on real contribution margin.
A region- and margin-aware marketing mix model replaced last-click guesswork. • Each channel scored against SKU-level margin across four regions • Paid search proved to return 4x paid social
Tagged
Predictive Analytics & Forecasting
Data Synthesis & Reporting
Conversational AI (Chatbot / Agent)
Retail & E-Commerce
Consumer Goods & CPG
Marketing
Finance & Accounting
Operations
< 4 weeks
Multi-model platform
Public Company
Public Company
Under $25K
251-1,000
Revenue Growth
Cost Reduction
Expert
Corey Beale
Chief Revenue Officer
CorralData
Explore Case
→
70%+
Lifted OR utilization 8 months
How a Cosmetic Surgery Group Lifted OR Utilization Above 70%
A high-volume, multi-surgeon cosmetic surgery group layered eight practices and six patient systems into one warehouse — lifting procedure utilization above 70% for eight consecutive months.
One standardized funnel and forecast across eight acquired practices. • Real-time surgical-funnel visibility flags schedule gaps early • OR utilization lifted above 70% for eight consecutive months
Tagged
Data Synthesis & Reporting
Predictive Analytics & Forecasting
Decision Support & Scoring
Conversational AI (Chatbot / Agent)
Healthcare & Life Sciences
Operations
Executive & Strategy
Marketing
< 4 weeks
Multi-model platform
Private Equity-Backed
Private Company
Under $25K
1-50
Revenue Growth
Time Savings
Expert
Corey Beale
Chief Revenue Officer
CorralData
Explore Case
→
39.5%
Grew revenue, year over year
How a Multi-Site Aesthetics Group Lifted Revenue 39.5%
A high-growth, multi-location medical aesthetics practice piped marketing spend, patient pipeline, and collections into one view — and grew revenue 39.5% year over year.
Unified governed data plus AI agents built for a surgical-and-medspa group. • Marketing spend, patient pipeline, and collections in one view • Revenue grew 39.5% year over year
Tagged
Data Synthesis & Reporting
Conversational AI (Chatbot / Agent)
Decision Support & Scoring
Healthcare & Life Sciences
Marketing
Operations
Executive & Strategy
< 4 weeks
Multi-model platform
Private Equity-Backed
Private Company
Under $25K
1-50
Revenue Growth
Expert
Corey Beale
Chief Revenue Officer
CorralData
Explore Case
→
78%
Dropped Meta CPL over 6 months
How a Weight-Loss Franchise Cut Meta CPL 78% in 6 Months
One of the fastest-growing US weight-loss franchises wired marketing, CRM, and patient data into one HIPAA-safe view — cutting Meta cost per lead 78% in six months.
Multi-location attribution unified marketing, CRM, and patient data into one HIPAA-safe view. • Tied every Meta lead to the campaign and patient it produced • Meta cost per lead fell 78% over six months
Tagged
Data Synthesis & Reporting
Decision Support & Scoring
Conversational AI (Chatbot / Agent)
Healthcare & Life Sciences
Marketing
< 4 weeks
Multi-model platform
Private Equity-Backed
Private Company
Under $25K
51-250
Cost Reduction
Revenue Growth
Expert
Corey Beale
Chief Revenue Officer
CorralData
Explore Case
→
75%
Cut quarterly reporting time
How Kit Cut Quarterly Reporting Time 75%
Kit's growth team was stuck experimenting with AI at the surface. A six-week enablement sprint turned quarterly reporting into a one-click process — 75% less time and 512+ hours reclaimed.
A six-week enablement sprint made AI the team's leverage, not a tool. • Built production automations alongside staff with reusable prompt libraries • One-click quarterly reporting: 75% less time, 512+ hours reclaimed
Tagged
AI Workforce Enablement
Process Automation (RPA + AI)
Technology & Software
Marketing
Operations
4–8 weeks
Not disclosed
Time Savings
Cost Reduction
Expert
Jay Singh
CEO & Founder
Casper Studios
June 2026
Explore Case
→
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