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AI SEO & GEO

With your SEO, growth, web, or marketing lead

Own the ground where your buyers look.

Winning search and AI answers comes down to two things: enough authority that they trust your domain, and the right topics and spaces to hold. Assay builds both, from first awareness to the deal, and keeps every page true and improving on live data.

Search, from first principles

Two things win search. Everything else is tactics.

Strip away the tools and the tricks. Search and AI answers reward the domain they trust most on the ground that matters most.

01 · Authority

Be the domain they trust.

Search and AI answers weigh who else vouches for you, how deep your proof runs, and how consistent your claims are across every page. Assay builds that trust on purpose: sourced claims, connected topics, and a domain that never contradicts itself.

02 · Territory

Hold the right ground.

Not every topic is worth winning. Assay maps the questions your buyers ask from first curiosity to final comparison, weighs where you can honestly win, and claims that ground first. Traffic where it builds the brand. Answers where they turn into pipeline.

The old loop Keyword report Manual backlog More traffic
The Assay loop Authority + territory Answers buyers trust Awareness to pipeline

Living

Stop letting old pages teach buyers and AI the wrong answer.

An AI answer does not hedge. It states your old number with full confidence, to a buyer who never visits your site to check. And a domain that contradicts itself is a domain search learns not to trust.

So Assay re-checks approved pages on the cadence you set. When proof changes or a page stops helping, it prepares the fix across every page that carries the claim, then checks what search and AI can see.

  • AI answers read the latest proof.
  • Every page says the same true thing.
  • New pages start from the current truth.

Where to win

One question to win beats 500 to sort.

Assay maps the whole territory, then weighs each piece of ground: the buyer's stage, your proof, the live answer, and the work needed to beat it. Awareness topics build the brand. Decision questions build pipeline. Both get claimed on purpose.

Sample workspace · Opportunity deskWhy this, why now
Choose firstCan my team get started in one week?
Buyer moment
Ready to choose a plan
Your edge
Approved 7-day proof, old answer
Path to win
One answer + setup page + the guide it links from
Best fit
Do not chase“Best free team app”

Wrong buyer. Weak product fit. No honest path to win.

Hold

How the loop runs

Three moves run the whole channel.

Authority and territory are not one-time wins. They compound or they decay. Assay runs the three moves that keep them compounding. Your team chooses the ground and the hard bet.

  1. 01 · Living Keep every page true after it ships. A changed fact or a fading page becomes a repair task with the fix prepared, everywhere the claim lives.
  2. 02 · Winning Learn what buyers actually read and act on. Which topics bring the right visitors, which answers convert, which angle lands. What wins becomes the standard across every page.
  3. 03 · Governed Claims that contradict approved proof get caught before the page ships. The current fact, the source behind it, the rules for this audience. Never a guess.

Your control

Choose how much it owns.

Start strict. Let routine work graduate when you trust it. Assay never gives itself new rights.

More control

Review before live

The routine work keeps moving. Every live change arrives ready for one clear decision.

No write access

Draft only

Assay finds, explains, and prepares the work. Your team publishes it.

Publish where you want

Keep your CMS. Or skip one.

The loop stays the same. You choose where the work lives.

01
Your existing site

Keep the CMS you already use.

Assay prepares the exact change, writes through the destination you connect, and checks the public result.

WordPressWebflowContentfulGoverned handoff
Publishing access and write rights are set with your team.
02
Assay Sites

Give it a managed subdomain.

Host approved pages on a fast, branded answer site with clear release receipts, health checks, and rollback.

learn.yourcompany.comManaged
Your domain. Immutable releases. A clear off switch.

Who owns what

AI does the groundwork. You choose the market.

AI ownsTerritory map · authority work · drafting · routine fixes · checks · refresh
Your lead ownsICP · category bet · risk · hard changes · the final exception
Bring us your domain.Map the ground →

Controlled pilot

The governed core is available in controlled pilot. Workspace-specific providers and publishing destinations require current certification evidence before production use.

What is shipped today

Each item below is disclosed from the dated product evidence manifest and currently rests on local candidate evidence, not production certification. Staged work is listed separately in the manifest rather than implied here.

  • Multi-engine answer evidence

    Bounded answer, citation, competitor, and uncertainty evidence across six supported targets; live availability remains workspace-specific.

  • First-party search demand

    Google Search Console evidence preserves query, page, date, country, and device through replay-safe page checkpoints, atomic snapshot promotion, and explicit 50,000-row, provider-call, duration, and connection limits; Google's top-rows limitation remains disclosed.

  • Reviewable SEO decision graph

    A bounded query-page/site/partial-entity graph surfaces cannibalization, decay, unmatched demand, merge/redirect, and internal-link decisions for human review.

  • Grounded drafting

    Draft claims remain bound to approved Truth Graph sources and validation evidence instead of unsupported model prose.

  • Independent publish approval

    Publishing remains a separately authorized, current-state-revalidated decision; automation cannot silently remove the approval gate.

  • Destination-bound CMS workflow

    Rehearsal, publish, archive, and reconciliation bind the exact validated destination and use durable receipts.

  • Scheduled governed checks

    Durable background functions can sense, plan, generate, verify, and recover within enabled workspace flags and budgets.

  • Native, Copilot, and MCP control

    Declared mutation and read capabilities map into the native, Copilot, and MCP capability plane with canonical permissions, feature flags, authoritative plans, bounded reads, and six-field effect disclosures; credential entry remains deliberately human-only.

  • Confirmed domain activation

    A bounded public-homepage inspection proposes evidence-linked setup facts behind one explicit owner/admin confirmation and performs no paid check or publish.

  • Receipt-verified experiments

    New experiments freeze prompt-cluster exposure, isolate arm budgets, and require immutable unit outcomes before adaptive eligibility; legacy correlated evidence stays ineligible.

  • Honest observation modes

    Sample evidence distinguishes provider answer APIs, SERP APIs, consumer UI observations, test fixtures, and unknown legacy rows without exposing raw provider metadata.

  • Evidence-driven content routing

    Generation chooses one of seven typed strategies before provider work, then requires deterministic strategy binding, evidence, structure, schema, capability, and approval checks. Tool and localization outputs remain implementation or language-review briefs, never publish-ready claims.

  • Goal-level site audit

    One authoritative plan composes a bounded site-twin refresh, crawler diagnostic, and paid answer check; a tenant-scoped catalog preserves exact phase, artifact, operation, partial-state, and recovery receipts across native UI, Copilot, and MCP.

  • Shared runtime controls

    Sweep, generation, and cycle workers share a serialized monthly credit budget, concurrency semaphore, failure stop loss, checkpoint receipts, and cooperative running cancellation at safe boundaries.

  • Closed event-to-plan runtime

    Seven closed product-receipt classes compile into bounded deterministic sweep/cycle DAGs with immutable plan history, producer coverage, dispatch-unknown truth, stable child identities, and one explicitly confirmed recovery replay that never authorizes publication.

  • Exact demand ratification

    A retained query, page, date, country, and device cell can be reviewed, rejected, or promoted into one tracked buyer question with immutable source fingerprint, current-state revalidation, bounded safe readback, and no provider or generation spend.

  • Buyer-language discovery

    Bounded caller corpus and persisted answer-engine fan-out are scored into exact reviewable question proposals behind an actor-bound stored plan; raw corpus and fan-out remain outside public previews.

What is staged, and not yet claimed

These are built or partly built but not production certified. They are listed here so the boundary is visible on the page rather than only discoverable in a contract.

  • Dated live provider, CMS, alert/SLO, retention, and causal-canary certification is still required per workspace.

  • Rendered DOM, hreflang, crawl logs, backlinks/authority, full entity coverage, and governed graph execution remain staged.

  • Qualified traffic, conversion, pipeline, revenue, brand, and confidence-adjusted ROI are not yet the learning objective.

  • The closed event-to-DAG substrate, source producers, immutable history, and confirmed recovery replay are shipped. Rolling runtime windows, richer portfolio alerting, and provider-native interruption of already in-flight calls remain staged.

Capability disclosure verified 2026-07-19 against checkpoint .