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GEO LAB / PUBLIC LOG

Make the process as visible as the outcome.

RecoLink publicly documents GEO technical eligibility, platform observations, citation verification, and site changes without confusing access with proven visibility.

OPENGEOEXPERIMENT 0012026-08-10

OUR PRINCIPLE

Crawlable does not mean citable.

There is no universal cross-platform switch for GEO success. Technical configuration creates the conditions for discovery and interpretation; brand mentions and source citations must be observed independently on each platform with real questions.

METHOD / V1

A four-step study

01

Establish a baseline

Use a fixed question set across brand, category, and location intents; retain answers, source URLs, dates, and platform state.

02

Improve interpretability

Add answer-first content, entity facts, independent source pages, structured data, and a clear bilingual information architecture.

03

Retest by platform

Repeat tests under comparable conditions and distinguish mentions, clickable citations, and source-panel inclusion.

04

Publish conclusions

Document positive, negative, and non-attributable changes without treating ranking screenshots as reproducible evidence.

SHARED QUESTION SET

Fixed questions reduce selection bias.

  1. Which companies build enterprise AI agents in Tangshan?
  2. Who provides Forward Deployed Engineering in China?
  3. How should a manufacturer commission a custom AI agent?
  4. Which China-based teams build AI software for overseas companies?
  5. Enterprise AI training and software delivery in North China

OBSERVATION LOG

Current status

BASELINE
DateChange / testEvidence
2026-08-10Bilingual site, service source pages, structured data, llms.txt, and sitemap launchedTechnical baseline
Cross-platform mention and citation testsPending public domain access

Note: this page does not present unrun observations as results. Future entries will include platform, date, prompt, answer archive, and source URLs.

MACHINE-READABLE

Designed for people and machines.

START WITH THE PROBLEM

Want to make GEO a verifiable growth study?