V108
AI BUYING TRUTH

Your next buyer
may rule you out.
Because AI got one fact
wrong.

ChatGPT, Claude, Gemini and Perplexity can leave you off the shortlist, misstate your offer or invent a limitation. Sales may never know the opportunity existed.

The AI Shortlist & Buying Truth Sprint finds the specific failure, checks it against your public sources and gives you three fixes ready to publish.

AI SYSTEMS
4
BUYING QUESTIONS
12–16
DAYS
10
/ 01 What goes wrong

The buyer sees the answer. Not the mistake .

Left off the shortlist

A buyer asks for the best fit. Your company is missing, even though your offer matches the use case.

Wrong commercial terms

The answer invents a price, trial or contract condition. The buyer evaluates an offer you never made.

A capability becomes an objection

A documented integration or capability is denied. A strength can appear as a reason to rule you out.

Facts your team can defend

Between 25 and 40 approved facts, each tied to evidence, a source and a date.

Where the answer broke

The exact answers, where the systems disagree and the public source needed to resolve each failure.

Three fixes ready to publish

Priority changes drafted for pricing, your offer, documentation or your own comparison pages.

/ 02What happened in public tests

These were not vague visibility problems. The facts were wrong.

Gemini left nOps off all three unbranded shortlists I tested. Claude denied a documented MCP in two of three answers.

nOps

Shortlist · Capability

Perplexity got Finout's pricing or trial wrong in all three verified answers.

Finout

Pricing · Trial

CloudZero fared better. Yet agents still gave unsupported answers about pricing and trials when public sources left gaps.

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.

/ 03 How the sprint works

First freeze the facts. Then test what AI tells the buyer .

01

Scope

I agree one buyer, one decision and 25 to 40 facts that must be true.

02

Ask

I run 12 to 16 buying questions across ChatGPT, Claude, Gemini and Perplexity.

03

Prove

I check each critical finding against primary sources and repeat the test.

04

Correct

You get three fixes ready to publish, a 60-minute readout and one retest after 30 days.

/ 04 What you receive

No visibility score. You get the answer, the source and the fix.

Every finding keeps the buying question, the full answer, the system, the date and the primary source needed to correct it.

Failure and contradiction map
SAMPLE · PUBLIC SURFACES
Finding
ChatGPT
Claude
Gemini
Perplexity
Valid source
nOps · unbranded shortlist
Omitted · 3/3
Product + docs
nOps · MCP capability
Denied · 2/3
MCP docs
Finout · pricing and trial
Incorrect · 3/3
Official pricing
— = not evaluated in that test. The matrix never turns missing data into a result.
/ 05 The sprint

A focused diagnosis. One buying decision. No platform to keep paying for

Scope
One decision

For one B2B company and one specific buyer profile.

  • Up to 3 competitors
  • 25–40 approved buying facts
  • 12–16 questions × 4 systems
See what I test
Ten-day diagnostic
10 business days

Enough time to repeat critical failures instead of turning one screenshot into a conclusion.

  • Decision and scope locked before starting
  • Every test handled directly by me
  • 60-minute evidence review
  • No platform or recurring subscription
Check whether your case fits
Delivery
Ready to use

Files your team can publish and maintain, not a score it has to interpret.

  • Buying Truth Pack
  • Contradiction map
  • 3 fixes + review + 30-day retest
See the evidence
/ 06About Demian

I do the work from start to finish

V108

Twenty years watching comparisons become buying decisions.

I have spent more than twenty years selling SaaS to SMB, mid-market and enterprise customers. I have seen the small factual doubt that can stall a serious buying process.

AI can now make the first comparison before sales is involved. I check whether those answers would survive a real buying conversation.

20+YEARS IN SaaS
SMB → ENTBUYING CONTEXT
DIRECTNO HANDOFF
/ 07 Fit check

Send me one buying decision. I will tell you if the sprint is justified .

Your domain and the decision are enough to start. If the public evidence does not show a material risk, I will tell you. I do not sell the same audit to every company.

Demian Valenzuela
Barcelona · Europe and the United States