Brand facts, products, services, and boundaries read consistently
Information scattered across your site, docs, listings, and press becomes public statements AI systems can read, distinguish, and restate accurately.
AI BRAND PERCEPTION · GEO OPERATIONS · VERIFIED KNOWLEDGE
Make your brand discoverable,
citable, and trustworthy in AI answers
FactRelay covers GEO/AEO/SEO baselines, AI answer and competitor monitoring, technical readiness, evidence-led content, source networks, verified brand knowledge, continuous retesting, and enterprise agent workflows.
- Global and China AI surfaces
- Diagnosis, build, and operations in one loop
- Expert services or agent products
Observation surfaces by target market
ChatGPTGoogle AI OverviewsPerplexityGeminiMicrosoft CopilotClaudeChina surfaces
Being seen is not enough — brands must become supply AI can rely on
Search visibility is only part of the outcome. Brands also need facts, knowledge, sources, and actions organized so AI understands them accurately — and so your team knows how to maintain them.
Key claims trace back to sources, dates, and owners
Beyond what the AI finally said: which citations it leaned on, whether the evidence is still valid, where stale facts entered the answer, and what still lacks proof.
Approved knowledge flows into your site, listings, and agent workflows
One-off content becomes maintained facts, evidence, and tasks that your brand team, content team, and agents keep current within clear boundaries.
FACTRELAY'S POSITIONA brand perception and verified-knowledge operations partner for the AI era
GEO is the entry point that surfaces problems and drives growth; verifiable brand knowledge and a running workflow are the capability your company keeps.
ONE SYSTEM, TWO TRACKS
Connect external AI answers with internal brand truth
External measurement shows where you are unseen, misstated, or outranked and why competitors surface more often; the internal knowledge system supplies stable facts, evidence, and action boundaries.
GEO Operations
Observe how AI understands, cites, compares, and recommends your brand against real buyer questions — then turn the gaps into growth tasks.
- Real buyer questions and brand baselines
- Answers, citations, sentiment, and competitor analysis
- Technical, content, and third-party source actions
- Publishing records, monitoring, and like-for-like retests
Verified Brand Knowledge
Accumulate brand facts, relationships, evidence, and tasks in FactRelay projects and agents, so your team maintains one trusted context.
- Structured brand facts, entities, and relationships
- Evidence with scope and expiry dates
- Knowledge files, project spaces, and version history
- Review, distribution, updates, and enterprise agent tasks
FULL SERVICE SCOPE
From GEO diagnosis to technical, content, source, and enterprise operations
FactRelay does not stop at a monitoring report. External performance, internal facts, and executable actions run in one operating chain.
How this is delivered todayAll eight capabilities ship through professional services, combined per engagement; agent products are labeled private preview or planned — future capability is never packaged as an open SaaS.
GEO / AEO / SEO baseline & strategy
Build visibility, recommendation context, competitor co-occurrence, citation, and site baselines around real decision questions; set priorities and stage goals.
Question bank · Baseline report · Strategy roadmapCapability notesAI answer monitoring & competitor research
Check whether you are mentioned, how you are compared, which descriptions drift, and which sources repeat — observed per surface and per intent.
Answer snapshots · Competitor matrix · Citation analysisCapability notesTechnical SEO & AI crawl readiness
Audit indexing, robots, site structure, entity markup, structured data, answer blocks, and content readability; remove access and comprehension blockers.
Technical checklist · Page specs · Fix acceptanceCapability notesBrand entity & verified knowledge modeling
Unify brand, product, service, credential, and relationship facts with evidence, scope, versions, and expiry — a maintainable knowledge base.
Fact registry · Entity model · Evidence ledgerCapability notesEvidence-led content production
Build service pages, product pages, FAQs, cases, and comparisons from approved facts so key questions have clear, citable, reviewable answers.
Content briefs · Page drafts · Publishing specsCapability notesThird-party sources & citation ecosystem
Map the roles of your site, media, directories, communities, and PR; close gaps in independent sources, fact consistency, and brand co-occurrence.
Source map · Gap list · Build tasksCapability notesContinuous GEO operations & retesting
Run prompt sets monthly or quarterly, convert findings into technical, content, and source tasks, log publishing, and watch answers and citations move.
Monthly tasks · Retest reports · ReviewsCapability notesTeam enablement & agent workflows
Design question banks, SOPs, report templates, knowledge approval, and agent workflows for your environment, sized for brands, roles, and systems.
SOPs · Training · Custom workflowsCapability notesTWO WAYS TO WORK
Same method and evidence, different responsibility boundaries
Professional services carry judgment and execution for you; agent products let your team run the standard workflow. They share the objects underneath — quotes, delivery, and product status stay public.
PROFESSIONAL SERVICES · AVAILABLE NOW
FactRelay runs diagnosis, build, operations, and reviews for you
For brands that want results fast. We handle question design, cross-surface checks, technical and content recommendations, source tasks, human review, and retest cadence; you confirm facts and approve publishing.- 14-day baseline and strategy start
- Technical, content, and source sprints
- Monthly operations
- Enterprise programs and training
AGENT PRODUCTS · PRIVATE PREVIEW
Your team maintains knowledge and runs tasks in its own environment
For teams with in-house operators. The macOS workbench, Codex plugin, and Marketplace share brand projects, facts, evidence, tasks, and retest records.- Agent for macOS
- Plugin for Codex
- Marketplace capability packs
- One facts & evidence base
01Expert deliveryFactRelay ServicesAvailable now02Full workbenchAgent for macOSPrivate preview03Embedded entryPlugin for CodexPrivate preview04Capability packsMarketplacePlanned
Shared baseBrand projectsFacts & evidenceTasks & filesHuman reviewPublishing & retests
ENGAGEMENT DEPTH
GEO is the entry point, not the end of brand capability
Start with one baseline, or bring content, sources, retesting, and team workflows into continuous operations. Every level has fixed deliverables — nobody is asked to buy the whole system on day one.
Services and pricing- StartBest first baseline
Baseline diagnosis & strategy
Freeze questions, brand facts, and evidence boundaries; establish the first AI perception and source baseline.
- BuildScoped per confirmed gap
Technical, content & source sprints
Fix crawl and entity issues, produce evidence-led content, and strengthen your site and third-party sources.
- OperateThe core long-term service
Ongoing operations & retests
Maintain the question bank and action queue; retest monthly or quarterly, review, and adjust the next round.
- EnterpriseFor complex organizations
Enterprise GEO operating system
Multi-brand programs, team roles, approvals, SOPs, agent workflows, and dedicated integrations.
Evidence and commitment boundaries
Read the evidence standard No fixed-ranking promises; API simulations are never presented as real consumer rankings; opinions are never auto-judged as factual errors. Client-visible conclusions pass human review, with raw answers, sources, and timestamps preserved.
THE STANDARD OPERATING LOOP
Method, standards, production, verification, and closure on one line
Not "generate a batch of GEO content" and done. Every round starts from questions and facts, and ends with reviewed publishing and a like-for-like retest.
- 01
Discover
Check AI answers, citations, and competitor presence against real questions.
- 02
Verify
Compare model claims with approved facts and public evidence, item by item.
- 03
Produce
Turn gaps into technical, content, source, and knowledge-update tasks.
- 04
Publish
Human-review, then ship — logging URL, version, and date.
- 05
Retest
Hold prompts and conditions constant; observe change and start the next round.
WHY OUR RESULTS HOLD UP
Every judgment traces back to answers, sources, and brand facts
A simulated audit example. It shows the evidence standard that runs through every service — not the whole product scope.
Buyers ask“Which SOC 2-ready workflow tools support EU data residency?”5 independent runs
“Nordkit stores all customer data in US data centers only.”4 / 5 runs repeat the misstatement
“EU data residency (Frankfurt) is available on Business plans.”Proven by the trust-center residency page
The AI cited a third-party comparison post from 2024.Source outdated
Next actionUpdate the trust center and comparison pages, then re-run the same prompts like-for-like.
See the public demo WHAT CLIENTS END UP WITH
Not a pile of GEO jargon — brand assets that stay useful
Perception & competitive baseline
The full picture of mentions, recommendation context, misstatements, citations, and competitor co-occurrence.
Verified knowledge & evidence
Approved brand facts with evidence, scope, expiry dates, and cross-channel consistency records.
Actionable growth tasks
Technical fixes, content assets, source building, publishing plans, and an owner for every action.
Retests & business reviews
Before/after comparisons that trace to raw answers and sources — the basis for deciding what to do next.
14-DAY BASELINE
Run one complete GEO operating loop on one brand first
Start from a question baseline, AI answers, and competitor observation; complete fact verification, a technical and content action plan, and set up publishing and retest tasks. The 14-day baseline is the entry to full service — not the whole capability.
- BaselineQuestion bank, brand facts, AI answers, and competitor presence
- DiagnoseTechnical, entity, content, citation, and third-party source gaps
- ActPriorities, reviewable drafts, source tasks, and a publishing plan
- ContinuePublishing log, like-for-like retest, and the next operating cycle
Is FactRelay just another AI visibility tracker?
No. Monitoring is where problems surface; FactRelay continues into technical readiness, content production, source building, verified brand knowledge, publishing logs, continuous retesting, and enterprise workflows.
Which AI platforms can a project cover?
Projects choose surfaces per target market: ChatGPT, Google AI Overviews and AI Mode, Perplexity, Gemini, Microsoft Copilot, Claude — and Chinese surfaces for China programs. Every surface is measured and labeled separately; nothing is merged into a fake composite score.
Can you guarantee AI recommends my brand?
No independent vendor can guarantee platform rankings. We improve public facts, technical readability, trusted content, and sources — then show what changed with checkable results.
What is the difference between services and agent products?
Services put judgment and execution on the FactRelay team; agent products let your team run the standard workflow in its own environment. They share the same records, but status, responsibility, and fees are stated separately.
Do we need to hand over site backends or internal data?
No. First rounds start from public websites and public AI answers. All publishing is reviewed and executed by you — FactRelay never edits your site automatically.
FROM VISIBILITY TO TRUSTED OPERATIONS