Be the software AI picks.In answers and coding agents.
Geonimo samples ChatGPT, Google AI Mode and Perplexity every day, replicates the coding interface your customers' developers use, and turns what it sees into the changes that get you picked.
Free · no signup · your buyers' questions asked live on ChatGPT and Perplexity
Trusted by 200+ brands growing in AI search
The answer engines and coding agents Geonimo analyzes
Answer engines we sample
ChatGPT
Google AI Mode
Perplexity
Claudeon request
Geminion request
Microsoft Copiloton request
ChatGPT, Google AI Mode and Perplexity are sampled daily on every plan. Claude, Gemini and more on request
Coding agents we run in the sandbox
Claude Code
OpenAI Codex
Cursor
GitHub Copilot
Antigravity
OpenCode
Kilo Code
Cline
OpenClaw
Grok
Claude Code, Codex and Cursor run on every plan. The others run on request.
Measure · AI visibility
What AI tells your buyers.Sampled every day.
- Engines
- Sampling
- Every prompt, on every engine, several times a day, at the surface buyers see.
- Metric
- Share of answers that name you, with a 95% confidence interval.
- Citations
- Every cited page is fetched and checked for your name.
Named in answers
- Competitor A41% ±4
- Your product34% ±4
- Competitor B27% ±5
Sources behind the answers
- reddit.comYou + 2 rivals
- g2.comRivals only
- a comparison articleRivals only
Simulate · The sandbox
We replicate the coding interface.Same agent, same tools, your customer's repo.
Not a prompt sent to an API. The agent your customers' developers run, in the environment they run it in.
- Agents
- Harness
- The real CLI, headless, at a pinned version:
claude -pcodex exec - Tools
- Web search, shell and file edits, exactly as the agent ships them.
- Repo
- Built from your ICP: their stack, their codebase, their constraints.
- Isolation
- A fresh VM per run. No memory carried between runs.
- Runs
- 5 per task. Every tool call is recorded.
Your ideal customer
- Company
- Series B fintech, 120 people
- Stack
- Rails, Postgres, Sidekiq
- Who asks
- Senior engineer, wants few dependencies
- Job to do
- Signed contracts at onboarding
compiles to
icp: series-b-fintechrepo: rails-crm # Rails 7, Postgres, Sidekiqpersona: senior-engineer # few dependenciesagents: - claude-code # pinned version - codex - cursortools: [web_search, shell, edit]vm: fresh per runruns_per_task: 5tasks: - add e-signature to customer onboarding - let customers sign before the first paymentquestions: # for answer engines - best e-signature API for a fintech - e-signature API with a Ruby SDKObserve · Who gets picked
Who gets named, cited and installed.Down to the tool call.
- Trace
- Searches, pages fetched, shell commands and file edits, in order.
- Verdict
- Picked, mentioned or ignored, read from the final dependency diff.
- Source
- Whether the agent searched the web or answered from memory.
What the agent did
- 01
web_search "e-signature API rails"search - 02
read competitor-a.com/docs/ruby-quickstart200 - 03
read your-api.com/docs/sdks/ruby404 - 04
read your-api.com/docs/api-referenceno example - 05
bundle add competitor_ainstalled
Verdict
Picked Competitor A
It found a Ruby quickstart for Competitor A. Your Ruby page returned 404 and the API reference had no request example.
Change · What to fix
Changes from your traces,scored by our model.
Each proposed change cites the runs behind it, gets a score from our internal model, and is re-run in the sandbox before you ship it.
| Proposed change | Evidence | Model score | Status |
|---|---|---|---|
| Restore the Ruby SDK page | Returned 404 in 6 of 20 tasks | High | Re-run: 4 → 9 of 20 picks |
| Add a request example to the API reference | Agents left this page in 5 tasks | High | Re-run: +2 picks |
| Pitch 3 comparison articles that skip you | Cited in 41% of answers | Medium | Outreach sent |
| Publish a page against Competitor A | Named without you in 27% of answers | Medium | Proposed |
- Measure
- Simulate
- Observe
- Change
Numbers you can taketo the CMO.
- AI answers collected and read
- 170k+
- citations mapped to their sources
- 1.8M+
- cited pages fetched and checked
- 180k+
- domains the engines lean on
- 78k+
Unbranded questions only
A prompt that names you measures an echo. Visibility is counted on neutral buyer questions.
Confidence intervals, not vibes
Every share ships with a 95% interval. Moves inside the noise are labeled "ns", never sold as wins.
Cited is not endorsed
Each cited page is fetched and read. You are credited only when the page actually names you.
No demo numbers
Your workspace shows what was measured for your brand, and says so when something was not.
Three ways to get picked by AI
Track answer engines, track coding agents, or let us do the work on both.
AI visibility
Your brand on ChatGPT, Google AI Mode and Perplexity, tracked daily. You run it.
Billed yearly. Save $480/year
- 1 brand, 100 prompts monitored daily
- ChatGPT, Google AI Mode & Perplexity
- Share of voice with confidence intervals
- Verified citation & competitor tracking
- Shopping & ads slot share
- GEO recommendations queue
- AI Tracker: AI referrals & crawlers on your site
- Up to 5 users, email support
Billed as the Growth plan. With a monthly strategy review (Expansion): $399/mo, or $319/mo yearly.
Coding agents
Whether Claude Code, Codex and Cursor pick your API, measured every week. You run it.
Billed yearly. Save $1,200/year
- 20 integration tasks, run every week
- Claude Code, Codex & Cursor, more agents on request
- 5 runs per task, a fresh machine each
- Pick rate against your top 3 competitors, with confidence intervals
- Every run recorded: searches, pages read, packages installed
- Docs and listing fix queue
- Up to 5 users, email support
Done-for-you
We run both for you and ship the fixes with your team. You approve every change.
3-month minimum, starts with the free baseline audit
- Fixes written by us: quickstarts, SDK guides, code samples
- Comparison pages and marketplace listings
- Outreach to the sources answer engines cite
- Weekly reports written by the team
- Unlimited brands and users, custom prompt allowance
- Dedicated success manager, custom SLA
See what AI tells your buyers,and what agents install.
The audit is free and takes under a minute. The sandbox baseline takes 2 weeks and starts with a call.