ChatGPT, Claude, Gemini and Perplexity can leave you off a shortlist, invent a commercial term or attribute a limitation that does not exist. It can all happen before sales sees the opportunity.
In ten business days, I locate the failures affecting one buying decision, build the missing canonical truth and deliver the three highest-impact fixes ready to publish.
The agent fails to mention you when a buyer asks for alternatives for a use case you actually support.
The agent invents a price, free trial or commercial term that you do not publish.
An integration, limitation or capability is denied, exaggerated or attributed to a competitor.
25 to 40 canonical facts, each with evidence, source, date and confidence level.
What four systems say, where they disagree and which public surface causes each failure.
Prioritized changes drafted for pricing, product, documentation or your own comparison pages.
Gemini omitted nOps from 3 of 3 unbranded shortlists. Claude denied its documented MCP in 2 of 3 answers.
nOps
Shortlist · Capability
Perplexity misstated Finout pricing or trial terms in 3 of 3 verified answers.
Finout
Pricing · Trial
CloudZero showed the strongest signal, yet agents filled public pricing and trial gaps with unsupported inferences.
CloudZero
Evidence · Inferences
Tests of public surfaces. These companies were not clients. These are dated observations, not universal frequency estimates or proof of revenue impact.
We document 25 to 40 canonical facts for one specific buying decision and ICP.
We run 12 to 16 questions across ChatGPT, Claude, Gemini and Perplexity.
We check every claim against primary sources and repeat critical findings.
We deliver three ready-to-publish fixes, a 60-minute readout and one retest after 30 days.
Each finding preserves the question, full answer, system, date and primary source needed to resolve it.
For one FinOps company and one specific ICP.
Ten business days. One company at a time.
Concrete assets your team can publish and maintain.
Initial price reserved for the first two paid pilots.
I do the work myself
I have spent more than twenty years selling SaaS to SMB, mid-market and enterprise customers. I know where a comparison becomes an objection and what information a buyer needs to move forward.
I now apply that experience to a new layer of buying: the answers an agent prepares before the buyer speaks with sales. I accept one company at a time.
Send me your domain and one specific buying decision. If I do not find enough signal to justify the sprint, I will tell you.