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Home Artificial Intelligence

AI teams produced $1.2B in audited output for Boulder startup Coheria in one year

October 16, 2026
in Artificial Intelligence, GlobeNewswire, Web3
Reading Time: 9 mins read
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Cohe ia’s collabo ative AI platfo m assig s a diffe e t model family to check eve y piece of wo k a d holds back a ythi g that skipped a equi ed step

Fast facts

  • What Cohe ia is: A collabo ative AI platfo m that o ga izes ope -sou ce AI models i to specialist teams that check each othe ’s wo k.
  • How it checks wo k: Eve y team mixes model families, so the eviewi g model eve w ote the wo k. The Stickle featu e e fo ces the best solutio s th ough adve sa ial validatio .
  • Accou tability: A eal-time decisio map eco ds which model made which choice a d why, i eal time so you ca jump i befo e it is too late.
  • O e-yea output: 7.3 millio disti ct li es of code a d 187,000 fu ctio poi ts, by the compa y’s ow cou t.
  • Huma ole: Cohe ia’s two fou de s set a chitectu e a d di ectio . AI teams w ite, test a d ship the code.
  • Delive y: SaaS. Cohe ia ow s, hosts a d secu es the platfo m.
  • Pla ed p oducts: Ki d ed fo households, I spi e fo small se vice busi esses a d P axis fo e te p ises.
  • Availability: I vite o ly Alpha access is pla ed fo Q1 2027.

BOULDER, Colo., Oct. 15, 2026 (GLOBE NEWSWIRE) — Teams of ope -sou ce AI models p oduced $1.2B i audited esults fo sta tup Cohe ia i o e yea , acco di g to a AI audit. Today, Cohe ia is i t oduci g the collabo ative AI team platfo m that did the wo k.

Each model o a Cohe ia team holds a specialist ole, a d the platfo m d aws each team f om diffe e t model families so the model eviewi g a piece of wo k eve w ote it. The models both collabo ate a d compete to p oduce the best a swe a d check each othe ’s output, a p ocess Cohe ia co-fou de a d CEO Ke Tola calls adve sa ial validatio . This p ocess is co t olled by a compo e t called the Stickle , which holds back a y wo k that skipped a equi ed step, a d that Stickle also p ovides a eal-time decisio map eco d of which model made which choice a d why, allowi g use s to i te act with the wo k befo e it is too late.

Mo e tha 23% of the total wo k completed ove the past yea was pu ely focused o these adve sa ial validatio effo ts, esulti g i beyo d-expe t solutio s. Tola a d co-fou de Keith Withi gto set a chitectu e a d di ectio , a d the AI teams w ite, test a d ship the code. Cohe ia fills huma oles o ly whe e law o assu a ce equi es a pe so .

Most AI p oducts se d each equest to a si gle la ge model, which, i effect, checks its ow wo k. Cohe ia gets its esults f om the way it o ga izes diffe e t types of easo i g models i to beyo d-expe t teams, a chitected to e su e beyo d-expe t esults.

“The fastest-g owi g li e i most AI budgets is model API spe d. O ga izatio s buy access to f o tie models p iced to ecove t ai i g u s you had o pa t i a d will eve see the books fo . Cohe ia is built the othe way a ou d,” said Tola. “Capability comes f om how the models a e o ga ized a d wo k togethe athe tha which model you ca affo d.”

Cohe ia pla s th ee p oducts o the platfo m: Ki d ed, a pe so al assista t fo households; I spi e, a back office fo small se vice busi esses; a d P axis, AI teams fo egulated e te p ises, sta ti g with ba ki g.

I vite-o ly alpha access to Ki d ed a d I spi e is expected i ea ly 2027.

About Cohe ia

Cohe ia is a Boulde , Colo., a tificial i tellige ce compa y. Its collabo ative AI platfo m o ga izes ope -sou ce AI models i to specialist teams that check each othe ’s wo k a d eco d eve y decisio . Ke Tola a d Keith Withi gto fou ded the compa y i 2026. Its pla ed p oducts a e Ki d ed fo households, I spi e fo small se vice busi esses a d P axis fo egulated e te p ises. Mo e i fo matio is at cohe ia.ai.

F eque tly asked questio s

1. What is Cohe ia?

Cohe ia is a collabo ative AI platfo m. It o ga izes ope -sou ce AI models i to teams of specialists that compete to p oduce the best a swe , check each othe ’s wo k a d eco d eve y decisio .

2. How is Cohe ia diffe e t f om othe AI p oducts?

Most AI p oducts ely o a si gle la ge model, which i effect eviews its ow wo k. Cohe ia builds each team f om diffe e t model families so the eviewe eve w ote the wo k, a d it depe ds o o si gle f o tie model.

3. What is adve sa ial validatio ?

Tola’s te m fo how Cohe ia’s models attack each othe ’s output at eve y step. Mistakes, fab icated esults a d skipped steps get caught i side the team befo e a ythi g eaches the custome .

4. What is a decisio map?

A eal-time t ace of eve y decisio the models make, showi g the model, the step a d the logic. Whe output is w o g, the map shows whe e a d why a d e ables i sta t use e gageme t.

5. Who w ites Cohe ia’s code?

The fou de s set a chitectu e a d di ectio , a d AI teams exclusively w ite, test a d ship the code.

6. Who ow s a d u s the platfo m?

Cohe ia ow s, hosts a d secu es the platfo m a d delive s it as SaaS. All data a d output is ow ed by the e d-use .

7. What p oducts will u o it?

Ki d ed, a pe so al assista t fo households; I spi e, a back office fo small se vice busi esses; a d P axis, AI teams fo egulated e te p ises, sta ti g with ba ki g. Alpha access fo Ki d ed a d I spi e ope s i 2027.

CONTACT: Media Co tact:
doyle@p olexityp .com
(720) 523-3350

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