AI reputation infrastructure

Be described accurately by the AI everyone now asks.

Lodestar publishes and maintains a canonical profile that AI search systems can retrieve and cite — so when someone asks ChatGPT, Claude, Gemini, or Perplexity about you, the answer is current, correct, and yours.

See what four leading models say about you — free, in about a minute.

Same question. Same model.
G ChatGPT Who is Maya Chen?

There appear to be several people named Maya Chen. One is a UX designer and illustrator based in the Bay Area; another is an academic. If you mean the technologist, she reportedly earned a PhD from Stanford and co-founded Totem, a consumer app a few years ago.

I don't have reliable detail on her current work.

Maya Chen is the founder and CEO of Cartograph, a New York–based company building geospatial data infrastructure. She holds a PhD in computer science from MIT, where her work on learned geospatial indexes was published at VLDB 2018.

She was previously a senior research scientist on Google's Geo team and lives in Brooklyn.1

No primary source found · 3 details conflated or wrong
Cited from lodestar.ref/p/maya-chen · verified today

Illustrative model output. Lodestar publishes the source; it doesn't operate the models. Why?

Continuously tested against the models people actually ask

ChatGPTClaudeGeminiPerplexityGoogle AI Overviews
The problem

Ask a model who you are, and it improvises.

Large models answer from a blurry average of the web. For anyone without a dominant, machine-readable presence, that average is wrong in predictable ways.

Conflation

It blends you with everyone who shares your name. Common names rarely resolve to the right person without extra context.

Staleness

It leads with an old job, a closed company, or a years-old bio — because that's what the open web still over-indexes.

Confident error

When sources are thin, it fills the gap — wrong school, wrong title, invented affiliations — and states it plainly, without a citation.

See the four-model breakdown for our sample profile

How it works

Check, correct, and maintain — the rest is infrastructure.

No agency retainer and no homework. You supply the truth once; we handle the structured publishing, indexing, and ongoing verification that models depend on.

Check what models say today

We query the leading models with your name plus the search terms that actually identify you, and show you — verbatim — what each one returns right now.

Tell us what's true

Mark what's wrong, add the facts you want known, and rank the reference links you already maintain. A few minutes of input; no writing required.

We publish your canonical profile

Lodestar generates a clean, schema-marked profile page — your single source of truth — plus a small scattering of supporting references that point back to it, in the formats retrieval systems read.

Index & verify out-of-band

We submit to the major indexes via IndexNow and webmaster APIs, then independently confirm that the page is live, indexed, and retrievable by models — not just assume it.

Monitor and keep current

We re-test weekly and watch your reference links. When something changes, you get an email — and, if you choose, an updated profile to approve before it goes live.

What we publish

One canonical record. A quiet network of citations pointing to it.

Models reward sources that are consistent, structured, and corroborated. So we publish exactly that — and nothing that isn't true.

Primary

The canonical profile

A lightweight, fast, highly parsable page that states the ground truth about you: roles, affiliations, education, and the one link you want everyone — and every model — directed to. Marked up with schema.org/Person and a sameAs graph.

View the sample canonical profile
Supporting

A scattering of references

A handful of corroborating posts on indexable, model-trusted surfaces — each accurate, each linking back to your canonical record.

Indexed blog post Long-form article Community Q&A Social post Knowledge base notable only

No spam, no fake reviews, no sock-puppets. Standard structured-data practices, applied carefully.

Blog post
Article
Canonical profile lodestar.ref/p/…
Q&A
Social post

Every reference resolves to one canonical source — the pattern retrieval systems treat as authoritative.

You stay in control

Nothing goes live until you approve it.

Every proposed change is shown as a clean diff. Approve it, edit it, or leave it. Prefer hands-off? Switch a source to auto-update and simply review what changed.

  • Propose-and-approve by default — you sign off on every word.
  • Live health: profile published, URL healthy, indexed, retrieved by models.
  • One-click report-an-issue when a model cites you wrong.
Explore the dashboard
Proposed change · Profile summary Awaiting your approval
Maya Chen — Brooklyn, New York
PhD, Stanford University. Co-founder of Totem.
PhD in Computer Science, MIT (CSAIL). Founder & CEO, Cartograph.
Previously: senior research scientist, Google Geo.
Verified by you
Why this is different

Accurate, authorized, and on the record.

Why it's affordable

The work — structured data, a sameAs graph, fast indexable pages, and patient verification — is procedural. It used to take a specialist days. Automation makes it minutes, so we charge like software, not like a PR firm.

Why it's legitimate

We publish the same structured-data and disambiguation best practices search engines openly recommend. No fake reviews, no impersonation, no manipulation — just your verified facts, made legible to machines.

You own the truth

Nothing is fabricated. You assert the facts, you authorize them, and you approve every change. Lodestar is the publishing and verification layer — never the author of your life.

Read the full FAQ, including the simulation disclaimer

Pricing

Infrastructure pricing for individual professionals.

Start in minutes. Cancel anytime. Two months free on annual plans.

Essential
Get correct and stay correct.
$29/mo
billed monthly · or $290/yr
  • Canonical profile, published & maintained
  • Five supporting references
  • Monthly four-model re-tests
  • Email alerts & approve-before-publish
Start with Essential
Concierge
High-visibility & sensitive moments.
Custom
talk to us
  • Everything in Professional
  • Daily tests & rapid pivots
  • Domain-specific records (Wikidata, Crunchbase, ORCID)
  • Crisis-mode response & manual content control
Contact us

Compare every plan in detail

“We publish and maintain a canonical profile that AI search systems can retrieve and cite.” — the plainest description of what Lodestar does, written by GPT

Find out where you stand

Do you know what ChatGPT says about you?

Run the free check, see all four models side by side, and decide from there. No account required to look.

Check your profile