OpenGEOOpen demo ↗
View on GitHub ↗
Start with brand visibility
Review mentions, ranking positions and sources together. Show the sample scope alongside the proportion of valid observations.
OPEN SOURCE · GENERATIVE ENGINE OPTIMIZATION
See where your brand stands
in AI search.
Trace every result to its evidence.
From user questions to brand mentions. From rankings to answer sources.
OpenGEO brings visibility and evidence into one workbench.
The workbench uses simulated data. Start locally without an API key.
Brand observations
The answers behind your visibility.
Brand mention rate80.0%4 / 5 valid answers
Absolute Top 360.0%3 / 5 valid answers
Owned-domain source rate40.0%2 / 5 valid answers
Answer samplesMention / Rank
Which project management tools suit growing teams?Mentioned · Rank 2
How do you choose software for cross-team collaboration?Not mentioned · —
What are the core criteria for evaluating project management software?Mentioned · Rank 4
EVIDENCE LAYER
More than a percentage.
Return to the question, original answer and retrieved sources to review how an observation was formed.
Explore samples and definitions →Values come from a public fixture, not customer results or optimization gains. Retrieved sources and explicit citations are distinct.
FROM VISIBILITY TO EVIDENCE
Know whether you appear.
Understand what supports the result.
Keep context with every metric and a fixed scope for every comparison. The diagrams below illustrate concepts.
Return to answer evidence
Open the samples supporting a metric, then inspect their answers and retrieved sources. Unavailable and not mentioned are different outcomes.
Keep the complete job state
Track progress with the Job contract. Distinguish partial results, complete results and failures, then wait, finalize or cancel as supported.
A CLEARER OBSERVATION LOOP
Start with a question.
Make the observation clear.
Define questions and scope → Track the monitoring job → Review answer evidence.
- 01
Choose the questions that matter
Build a set of questions around real user needs. Record the language, observation environment and time window.
- 02
Read progress and results
Keep the same Job ID and read completed observations. When only part of a result is loaded, state its coverage clearly.
- 03
Check your judgment against evidence
Compare original answers, mentions and sources before deciding what content work to do next.
Workbench actions for generation, publishing and retesting are planned. Live execution is not available in this preview.
BUILT FOR YOUR WAY OF WORKING
A shared basis for understanding answers.
Discuss the actual answers.
Use the demo to understand metrics, samples and sources before drawing conclusions from a single screenshot.
Explore the demo workbench →Bring observations into your workflow.
Build reviewable tools and controlled tests with the public contract, client, CLI and Mock.
Read the quickstart →OPENGEO JOURNAL
Start with methods and tools.
METHOD · 中文Why visibility needs evidence
Define questions, samples and evidence before discussing optimization.
↗
TUTORIAL · 中文Run a local job with the CLI
Create, read and cancel using fictional data throughout.
↗ENGINEERING · 中文Use results before a job is complete
Distinguish waiting, finalizing, cancelling and safe retries.
↗QUESTIONS, ANSWERED
Before you start.
What is GEO, and what does OpenGEO do?
Generative Engine Optimization concerns brand and content visibility in generative search and AI answers. OpenGEO organizes questions, observations, brand mentions, rankings and evidence into a reviewable workflow.
How does GEO relate to SEO?
Both benefit from clear, trustworthy and crawlable content. GEO also examines how AI answers mention brands and use sources. Observation metrics help describe the current state; they do not guarantee rankings or citations.
What can I use today?
The public contract, metrics, TypeScript client, CLI, local Mock and read-only workbench preview are available. The online preview uses simulated data. Live monitoring comes from a connected API; the preview has no live sign-in or job creation.
Do I need an API key?
You do not need a key to view the demo or run the local Mock. For a controlled API environment, use its provided endpoint and permissions. Check the capability catalog for supported behavior.
Does OpenGEO guarantee better rankings?
No. AI answers vary with questions, time and observation environment. OpenGEO helps record and review observations. Demo values are not optimization results or customer success claims.
MAKE EVERY OBSERVATION COUNT