Lina C.
Tracks how AI assistants describe your category — and rewrites your position when the answers drift.
Lina runs your generative-engine optimization. She queries ChatGPT, Perplexity, AI Overviews, Claude on the prompts that matter (your category, your competitors, your buyer’s questions). Detects share-of-answer drift. Drafts the content edit that moves the needle.
What Lina shipped
Lina produces real artifacts. Not summaries.
Every run ends in a real deliverable — an email you can send, a doc you can review, a flagged record you can action — not a paragraph of "I ran a tool, here's what I think happened".
GEO insight · last 7 days ready
Share of answer · "AI SDR tools" · −12pp
What changed
- ChatGPT no longer names you in 3/5 query variants — Outreach now lead.
- Perplexity dropped you from the top-3 list (was #2).
- AI Overviews unchanged. Claude unchanged.
Why it changed
- Outreach published a "AI SDR vs. human" piece 9d ago — heavily cited.
- Your /comparison/sdr page hasn’t shipped a new proof in 3 months.
- No customer logos added to /customers since Feb.
Prescribed edits
- Add a "AI SDR vs. human" comparison block to /sdr — cite Linear data.
- Update /customers — add Acme, Helix, Notum (live this quarter).
- Refresh schema markup on /sdr to mark up the comparison.
5 prompts · 4 assistants · 20 queries today · history at vault/geo/log.md
Skills
How Lina works.
Share of answer
Which assistants name you in which prompts. Trended weekly. Diff against last week.
Drift detection
Flags when an assistant starts misdescribing your product or omitting you.
Edit prescription
Drafts the specific page edit / FAQ entry / proof embed needed to fix the drift.
Source attribution
Tracks which sources the assistant cited. Tells you which third-party content matters.
Tools Lina uses
Native, no Zapier in the middle. Tool calls land in the audit log.
ChatGPTPerplexityGoogle AI OverviewsClaudeVault
One real run
Watch Lina work.
Lina C.
GEO Analyst · GTM
How am I doing on "AI SDR tools" prompts this week?
done · 11.3s · $0.16
Down 12pp on share of answer for AI SDR queries. ChatGPT + Perplexity dropped you. Edit prescription queued.
audit trail · 5 steps[show]
Run the prompts on each assistant. Diff against last week. Find the cause.
→ geo_chatgpt · 5 prompts × 4 variants
→ geo_pplx · 5 prompts
→ trace.sources · why outreach
→ propose.edit
Lina · today
Prompts checked today
142+18
Share of answer (cat.)
47%−4pp
Cost / prompt
$0.01
Same team
Lina works with the rest of GTM.
Hire Lina this week.
Lina ships in your custom AI company on day one. Or run them yourself, open-source, on your laptop.