Controlled probes
Labeled synthetic questions make answer behavior repeatable and auditable.
Explore SEOForge
GEO and AI visibility
Measure answer-engine visibility without calling synthetic prompts customer traffic.
SEOForge runs repeatable, labeled probes across supported answer surfaces, records citations and answer context, and separately reports real customer-owned search and analytics evidence.
Nothing publishes without approvalPaid product accessNo ranking guarantees
AI visibility observation
Probe: “How should a SaaS rotate API credentials?”
Brand mentioned · source cited
Synthetic prompt · US English · 20 Jul · repeat 3/5
GA4 organic sessions
Separate customer-owned traffic evidence · not inferred from probe
Two evidence lanes
Probes describe answer behavior. Analytics describes visitors.
- Probe lane: prompt, engine, locale, timestamp, answer, citations and repeat rate
- Traffic lane: authorized Search Console and GA4 observations
- No conversion, visit or revenue is inferred from a synthetic answer
- No single prompt is presented as population-level market share
Finished GEO recommendation
Finding: the API-rotation guide is cited in 1 of 5 controlled repeats; answers omit the brand’s revocation workflow.
Change: add a source-backed, answer-first revocation sequence, clarify the organization entity and validate HowTo markup against visible content.
Measure: rerun the same probe set and separately observe real landing-page search cohorts.
GEO workflow
Observe retrieval, improve clarity and repeat the same test.
- 01
Define an approved prompt set, engine, locale and repeat policy
Evidence, owner and next state remain visible.
- 02
Capture answer text, brand mention, cited URLs and timestamp
Evidence, owner and next state remain visible.
- 03
Audit entity clarity, passage answerability and source support
Evidence, owner and next state remain visible.
- 04
Prioritize gaps by relevance, repeatability, business fit and risk
Evidence, owner and next state remain visible.
- 05
Prepare exact content or structured-data change for approval
Evidence, owner and next state remain visible.
- 06
Deploy, rerun probes and separately observe real traffic evidence
Evidence, owner and next state remain visible.
Citation evidence
Mention, linked source and surrounding answer remain attached.
Page change
Improve factual clarity, entity context and answer-ready passages without fabrication.
Real traffic
Search and analytics data stay in a separate customer-owned evidence lane.
Human review
Review the prompt methodology, cited answer evidence and exact content or schema diff. No agent may publish the change.
Capacity and claims
Plans define probe sets, engines, cadence and execution. SEOForge does not guarantee inclusion, citation, traffic or revenue from answer engines.
Questions
Know the boundary before connecting production.
Are AI visibility probes real traffic?+
No. They are synthetic observations of answer behavior and are labeled separately from analytics.
Can one prompt prove visibility?+
No. Repeat sets, engine, locale and time context are required, and results remain samples.
What does SEOForge optimize?+
Clear entities, well-supported answer passages, source quality, structure and useful page coverage.
Can GEO guarantee a citation?+
No. Answer engines control generation and sourcing.
What does a human approve?+
The exact content or structured-data change and its measurement plan.
Paid deployment · human authority
Build AI visibility on evidence—not synthetic-traffic claims.
Choose a paid plan with the probe and optimization capacity your brand requires.