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June 16, 2026
AI Won't Break Private Equity, It'll Sort It | Doyl Burkett, Integrity Growth Partners
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June 4, 2026
Why Most 'Data-Driven' Companies Are Fooling Themselves | Alex Lirtsman, CorralData
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May 19, 2026
The Rebuild Moment: Why Most SaaS CEOs Are Sequencing AI Wrong | Tom Scott, Wrike
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April 20, 2026
Why You Can't Vibecode Portfolio Monitoring — Yann Magnan & Joe Zein on AI in Private Equity
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March 24, 2026
Why 'Sprinkling AI' Is Both a Green Flag and a Red Flag | Jonathan Hansing, Wallabi
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March 9, 2026
How to Operationalize AI: 32 Kickstarts, One Consistent Pattern | Justin Massa & Jason Rubinstein
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March 3, 2026
Why 97% of AI Projects Fail in the Middle Market (And How to Fix It in 1 Week)
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February 17, 2026
How AI Caught What Bonuses, Training, and Pay Raises Couldn't Fix
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February 10, 2026
How Sunrun Found $80M in Hidden Costs by Finally Understanding Its Data
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January 12, 2026
Stop Buying AI Slop: How Mid-Market Companies Actually Get ROI from AI
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January 5, 2026
How Smart AI Guardrails Unlock Faster Growth (Without Killing Innovation)
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November 24, 2025
How AI Cut a 3-Hour Workflow to 10 Minutes for a Home Restoration Company
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Frequently Asked Questions

What is Pluris?

Pluris helps private equity firms, middle-market, and enterprise teams pressure-test AI initiatives before committing to a partner, budget, or roadmap.

We surface multiple independent perspectives from experienced AI builders so you can see real options, tradeoffs, and risks—early.

What is Proof of Work?

Proof of Work is our interview series featuring leading applied AI and data operators.

It began as Just Curious and evolved into our AI Case Study-focused podcast and YouTube series.

Pluris is the decision-support company behind it.

What problem does this solve?

Most AI projects fail before the work starts, because teams are forced to choose a path with limited visibility into real alternatives.

Pluris exists to give teams decision clarity before momentum locks them in.

How is this different from hiring a consultant or running an RFP?

Traditional processes push you toward a single recommended solution.

Pluris shows you multiple credible ways forward, independently sourced, without selling implementation or steering you toward a preferred vendor.

No slideware.

No sales pressure. No lock-in.

What is an Expert Review

A Expert Review is a short, structured brief describing a business problem, diligence question, or AI opportunity.

We anonymize it and share it with relevant AI practitioners, who respond with:

Distinct approaches
Tradeoffs and risks
High-level timelines and budget ranges

You keep full control over what happens next.

Do I have to hire anyone?

No.

Many teams use Pluris only to pressure-test ideas, validate internal plans, or reset projects already underway.

Engaging a partner is optional, and always your choice.

Will vendors contact me?

No.

Your brief is anonymized, and no one contacts you unless you choose to engage.

This is designed to reduce noise, not create it.

What happens if an approach resonates?

If one or more approaches stand out, we can facilitate direct conversations with the teams behind them.

You’re free to explore further, or walk away with better context than you started with.

Is this really free?

Yes.

Submitting a Expert Review and receiving perspectives is free for operators and investors.

If you later engage a partner, commercial terms are discussed directly with them.

Who is this best suited for?

Private equity funds evaluating AI for diligence or value creation.

Portfolio company leadership teams under pressure to “do something with AI.”

Midde-market and enterprise operators who want clarity before committing budget or political capital.

If the decision feels expensive, visible, or hard to unwind, this is for you.

What Pluris does not do

We don’t sell software.

We don’t push preferred partners.

We don’t run implementation projects.

We don’t optimize for deal volume.

Our only job is decision quality.

Just Curious AI – Ask Us Anything