# GEO Atlas

> GEO Atlas is a general-purpose AI search visibility diagnosis, monitoring and execution workbench for brands, enterprises and content teams.

## Public pages
- Unlimited beta GEO diagnosis: /
- Pricing and enterprise service: /pricing.html
- Multi-platform monitoring and acceptance: /monitor.html
- Machine-readable pricing: /pricing.md
- Hangzhou AI and vocational education public-candidate map: /edu/
- Education data and evidence methodology: /edu/methodology.html
- Cross-industry content growth engine: /industry-engine/

## Cross-industry content growth engine
- Starts from an unfamiliar industry rather than a preselected expert.
- Maps the audience, commercial path and platform ecosystem before selecting benchmark IPs.
- Registers representative public content and comments, extracts transferable content patterns and preserves source evidence.
- Generates original topic matrices, scripts, production QA tasks and platform-specific growth experiments.
- Learning a content mechanism does not permit copying scripts, impersonation, unauthorized voice cloning or automated outreach.
- Published reach, traffic, leads and revenue remain unknown until supported by real platform receipts.

## Education data map
- The Hangzhou validation dataset contains 53 public candidates observed through 2026-08-20.
- 33 records come from the Hangzhou Human Resources and Social Security public entrepreneurship-training directory; those records prove directory inclusion and address only.
- A readable public source is not institution certification, course verification, pricing confirmation, ranking or recommendation.
- Each institution evidence card exposes the source date and unknown fields.
- Current verified course prices: 0. Current attributed enrolments: 0.
- Paid service will not directly purchase the top natural position; sponsored placement must remain visibly separate.

## What the product does
- Diagnoses brand entity, content assets, technical crawlability and public source readiness.
- Generates Doubao-first query packs and records real answer retests.
- Produces execution tasks, content assets and enterprise reports.
- Records fixed-query evidence for Doubao, Yuanbao, Qwen and DeepSeek.
- Compares baseline/current batches and calculates first recommendation, top-3, mention, positive sentiment and evidence coverage rates.
- Exports monitoring projects and auditable evidence as JSON/CSV.

## Important boundary
- Readiness scores are diagnostic estimates, not rankings from Doubao or other AI platforms.
- Real brand mentions and citations must be verified through actual platform answers.
- GEO Atlas does not guarantee ranking, recommendation, traffic or sales outcomes.
- Public reachability, indexing, AI candidate-source presence, actual citation and qualified enquiries are tracked as separate evidence layers.