Your buyers are asking AI which software to use. Is it naming you — or your competitor?

On July 16, 2026 we measured a real category the way we’d measure yours — run by run, across ChatGPT and Google’s AI Mode. Most teams have never checked where they land.

Blueprint $2,900pricing published · read the real sample

“best contract management software for mid-market companies” demo category · asked to ChatGPT, fresh session, 5×
Ironclad Ironclad: named in 5 of 5 runs
LinkSquares LinkSquares: named in 4 of 5 runs
Icertis Icertis: named in 2 of 5 runs
Gatekeeper Gatekeeper: named in 1 of 5 runs
Spellbook Spellbook: named in 0 of 5 runs

Icertis flipped between identical runs — same question, same day.

measured 2026-07-16 · n=5 runs · ChatGPT · contract management software

how we run this →
16/20

ChatGPT runs naming the category leader (8/12 on AI Mode — engines reported separately, never blended). Leaders own AI answers; absence compounds.

ChatGPT · 20 runs

11 of 12

vendors flipped between identical reruns. One check can make anyone look present — or absent — by luck.

ChatGPT + Google AI Mode · 32 runs

0/12

Google AI Mode runs naming Icertis — the same day it hit 12/20 (60%) on ChatGPT. The engines don’t agree.

ChatGPT vs Google AI Mode

CrediGeo measurement · 32 runs · contract management software · 2026-07-16

You spent years getting found on Google. Your buyers are quietly starting somewhere else.

AI hands your buyers a shortlist

A few named vendors — and many buyers never scroll past them to a Google result.

You can’t see the answers you’re losing

Private chats — no impression count, nothing in GA or your CRM.

It’s not your Google rank — and it moves

Your SEO position doesn’t predict it — it needs its own measurement and its own work.

ChatGPT and Google’s AI Mode don’t agree — we measure them separately

Same vendor, same questions, same day — two verdicts. A blended score hides exactly this:

Icertis

ChatGPT 12/20 · 60%
Google AI Mode 0/12 · 0%

Δ 60 points — a major vendor, invisible on one engine.

PandaDoc

ChatGPT 6/20 · 30%
Google AI Mode 9/12 · 75%

The same gap, inverted — strong on the engine Icertis is missing from.

measured 2026-07-16 · 20 ChatGPT + 12 AI Mode runs · contract management software

Same question, run after run, two engines — the whole method is public

Five concrete steps, each one you can check yourself.

  1. Your buyers’ real prompts

    The exact questions your ICP types — “best [category] software,” “[competitor] alternatives,” “software for [job-to-be-done].” Built with you, in your buyers’ words, then frozen so the numbers stay comparable.

  2. Two engines, never blended

    ChatGPT and Google’s AI Mode, reported side by side. The gap between them is a finding — often the most useful one.

  3. Several runs per prompt

    Being named isn’t a yes/no — it’s how often you’re named across repeated identical asks. We report the full spread per engine, not an averaged score.

  4. Run-to-run stability

    Which prompts hold and which flip. A question that names you 2 of 5 times is a fragile position; 5 of 5 is a moat. We show you which is which.

  5. Who dominates, and what AI cites

    The competitor leaderboard and the sources the engines pull from to build the answers — the map for where the authority work goes.

Every published number ships with its archived raw answers and the exact prompts. The full method →

Most companies we measure should not hire us

If the engines already name you consistently across runs, the report says so and we don’t pitch the sprint. The service is for the other case: competitors named while you aren’t, or a position that flips run to run.

What we never promise: placements, rankings, or a guaranteed share of answer.

See exactly where your category lands — your buyers’ prompts, ChatGPT and Google’s AI Mode, run by run.

Get your free run-by-run breakdown

The surface your buyers shortlist on is already enormous

800M

people use ChatGPT every week (Oct 2025), up from 500M in March — the surface where buyers now ask which software to use.

OpenAI DevDay 2025 · via TechCrunch

1B+

users of Google’s AI Mode; AI Overviews reach 2.5B monthly by sitting on top of ordinary searches.

Alphabet, June 2026

Plus 51% of B2B software buyers now starting their research with AI more often than Google — every figure traced and scoped on the AI search statistics page.

How this compares to hiring an agency

Category A typical SEO/AEO agency CrediGeo
What you get Rankings/traffic KPIs A reproducible AI-answer measurement + the work
Proof Trust us; watch the rankings Every raw answer archived and published
Terms Open retainer, often annual A fixed 90-day sprint, billed monthly — cancel any month

The measurement is the door. Moving the number is the work.

  • Monthly measurement — ChatGPT and Google’s AI Mode

    Both engines’ full distribution, tracked month over month — real movement, not a self-redefining score.

  • Competitor & citation monitoring

    Who’s gaining in your category’s answers, and which sources the engines cite — the map of where to earn in.

  • The authority work, done for you

    Review-platform coverage, roundup outreach, answer-shaped content — drafted for your approval, shipped and dated.

  • Nothing for your security team to review

    No system access, no OAuth, no tracking snippet — the whole engagement runs on public sources, outside your stack.

Frank, founder of CrediGeo

the same face you’ll meet on the walkthrough call

Who does the work

Frank, founder

CrediGeo is just me. No team, no account managers, no handoffs.

I’ve spent the last seven years in data engineering, building pipelines and web-data products where a wrong number gets caught quickly. I measure AI visibility the same way. Ask the same question many times, log every answer, and claim nothing the log doesn’t show.

If we work together, you deal with me the whole way. I run the measurement, do the research and the outreach, and I’m on every call. The Vokaro case below is my work.

A real client result

How we got Vokaro named by AI assistants

When buyers ask AI assistants for software in its category, Vokaro shows up: named in 8/9 Google AI Mode answers, and now drawing referral visits from 5 different AI assistants, up from a single engine at launch.

Read the case study →

measured 2026-07-17

Published pricing. Start with the Blueprint.

$2,900 Authority Blueprint · one-off credited in full into the sprint · then a fixed 90-day sprint, $7,500 billed $2,500/mo
  • The Blueprint: the source map + a prioritized 90-day plan, built from your category’s full cross-engine measurement
  • The sprint: a fixed 90 days of the authority work, with a contractual before/after measurement
  • Published in writing. No annual lock-in, no “call for pricing”

Questions B2B marketers ask

Do B2B buyers actually use AI to choose software?
51% of B2B software buyers now start research with an AI chatbot more often than Google (G2, 2026). The model answers with a short list of vendors — most companies have never checked whether they’re on it.
How would I even know where I stand in AI answers?
The answers happen inside private chats — nothing in your analytics shows them. We run your buyers’ questions across ChatGPT and Google’s AI Mode and show who gets named, run by run.
Why not just use a free AI-visibility checker?
Do — a free score answers “am I visible?”, and our free breakdown answers it run by run. The paid Authority Blueprint answers what to do: which sources drive your category’s answers, and the 90-day plan. What the Blueprint contains →
Can you show this working on a real company?
Yes. We did the earned-authority work for a B2B software company, and it’s now named across Google AI Mode answers for its category and drawing referral visits from 5 AI assistants — ChatGPT, Claude, Perplexity, Gemini and Copilot. The case study lays out the work and the measured result. Read the case study →
Who actually does the work?
Frank, the founder. CrediGeo is a one-person company: he runs the measurement, does the research and the outreach, and takes every call himself. No account team.
Is this just SEO or AEO with a new label?
No. SEO ranks a page in a list of links; this measures whether the AI names your product at all — a different surface, read from different sources. The full comparison →
Do you guarantee we’ll show up more in AI answers?
No — AI answers move daily and can’t be bought. We commit to the measurement, the work, and the dated log; you keep every result either way.

Get the run-by-run breakdown for your category

We run your buyers’ questions across ChatGPT and Google’s AI Mode and send you who got named, run by run, with the exact prompts. Free, no call required.

In your inbox within 2 business days — your prompts, your run counts. One reply from a person; no sequence, no list.

Already got our email? Just reply to it — same breakdown, same day.

Prefer to talk first? Book a live look (opens in a new tab) — your category on screen, no deck. Or read the real sample report.