The open standard for agentic trust-building

Answerworthy

The open standard for making businesses understandable, verifiable and choosable by AI.

answerworthy.md is the business-owned working file that tells an implementation agent what to inspect, change, earn and re-verify without losing the questions, evidence or history.

answerworthy.md does not tell AI what to believe about a business. It tells an implementation agent how to build and test the public reasons that make trust, recommendation and rejection defensible.

Use the open standard Get the business-specific Plan

Answerworthy operating system

Business-owned

01 · buyer situation

Start with the question asked before the buyer knows the brand.

02 · eight conditions

Reachable → identified → understood → answering → evidenced → corroborated → distributed → observed

03 · working file

answerworthy.md preserves scope, evidence, actions, human gates and history.

04 · implementation

Fix owned surfaces, earn independent support, distribute the evidence and re-verify.

05 · defensible choice

Recommend for the right buyer. Rule out for the wrong one.

SEO makes you findable.

GEO makes you citable.

Answerworthy is the work that makes you choosable.

The hierarchy

Answerworthy is the standard. answerworthy.md is the working file.

The category, open protocol, implementation file, reference Engine and paid Plan are related, but they are not interchangeable. The business owns the file and may keep it private. Search and answering systems continue to encounter the public web.

Answerworthy

The condition and category: a business is understandable, verifiable and defensibly choosable for the right buyer, while its exclusions and wrong-fit cases remain legible.

The Answerworthy Standard

The open eight-condition protocol for inspecting, improving and maintaining the complete public trust chain behind an AI-mediated buying decision.

answerworthy.md

The business-owned working file where an agent records sources, scope with provenance, buyer outcomes, evidence state, material actions and maintenance history. It may remain private and is not a crawler directive.

Answerworthy Engine

The initial reference implementation that collects evidence, evaluates the eight conditions, builds the action queue and supports rechecks.

Answerworthy Plan

The founder-reviewed implementation for one business across SEO, GEO, content, evidence, reviews, PR, authority, partnerships, marketing and distribution.

Why the standard is open

AI visibility should be a capability you own, not a subscription you rent.

Agents make the full process reachable for small teams and for internal product, marketing, communications and engineering departments. The open standard makes the questions, evidence, decisions and history portable between agents, tools and providers.

Maintenance can recur. Captivity must not.

Monitoring

Brand visibility

Asks what an assistant says after the buyer already knows the company name. Useful, but downstream of discovery and choice.

Owned capability

Buyer-question Answerworthiness

Asks whether the business becomes a defensible option when a buyer describes the problem, constraints or comparison before knowing the brand exists.

Not another crawler directive

The file guides agents. The public web carries the evidence.

Answering systems still retrieve ordinary public surfaces. The standard does not ask them to treat an owner-authored Markdown file as privileged truth.

A business-specific answerworthy.md coordinates the work required to make those surfaces coherent, supportable, accessible and trustworthy.

It is not a replacement for HTML, structured data, robots.txt, sitemaps, llms.txt, public evidence or independent corroboration.

Buyers and answering systems encounter

HTML, accessible content and real product or service pages
structured data, entity relationships and internal discovery
robots.txt, sitemaps, indexing controls and crawler access
documentation, policies, methods, samples and limitations
reviews, directories, marketplaces and customer evidence
publishers, experts, institutions, communities and partners
PR, reputation, authority, marketing and distribution

Implementation agents use answerworthy.md to

model the priority buyer, situation and pre-brand question
inspect the eight conditions against the actual public presence
record exact evidence, contradictions, missing work and unreached surfaces
change only the owned surfaces the principal explicitly authorised
stop for a human before asserting a claim or contacting a third party
re-fetch completed work and preserve the history for the next session

A dependency network

Eight conditions. One defensible buying decision.

The conditions form a dependency network, not a score and not a universal implementation order. Start from the buyer Outcomes and the material blockers in the declared scope.

A tool that checks Reachable and Observed covers two of eight conditions. Record the remaining coverage explicitly; do not infer failure from what was not inspected.

01 · reachable

Reachable

Can an answering system actually fetch and read the relevant public surfaces?

02 · identified

Identified

Can it resolve the business, people, products and aliases without material contradiction?

03 · understood

Understood

Can it understand what is offered, for whom, on what terms and where the offer is a poor fit?

04 · answering

Answering

Does the public presence answer the pre-brand questions buyers ask before they know the business exists?

05 · evidenced

Evidenced

Can every consequential claim be checked against a method, dated scope, limitations and an inspectable source?

06 · corroborated

Corroborated

Do independent reviews, directories, institutions, experts or customers support the material picture?

07 · distributed

Distributed

Is the evidence present where relevant buyers, communities, publishers, partners and systems encounter it?

08 · observed

Observed

What do assistants actually say for the buyers’ real questions, with provider, locale, date and outcome preserved?

buyer-question demand
query fanouts
mentions
shortlists and primary recommendations
mischaracterisation and not-found outcomes
citations and source classes
crawler and bot logs
content and crawl audits
reviews and directory evidence
AI referrals and conversions

The business-owned working file

Six sections preserve the handoff.

Keep answerworthy.md in the repo, shared drive or working folder your agents can access. Publishing it at the website root is optional, not a conformance requirement.

Business claims appear only as objects under evaluation. Inclusion creates no truth or authority.

Copy the template Inspect the example See this site’s public dogfood file

Sources

The public or private business material and evidence references needed to continue.

Scope

Buyer situations, question families, market, alternatives and exclusions, with provenance.

Outcomes

The falsifiable buyer conclusions the implementation must make defensible.

State

What was checked across the eight conditions, with exact evidence and uncertainty.

Actions

The ordered work, human gates, completion tests and later verification.

Maintenance

Refresh triggers, re-verification and history-preservation rules.

Put an agent to work

Start from the standard, not from another dashboard.

The agent reads the current Standard and inspects any business material already available. If none is available, it asks for one useful source: a website, deck, document, PDF, profile, repository or short description. It discovers Scope before asking further questions.

Starter prompt

Get started with https://answerworthy.md

Current specification: Answerworthy 1.0-draft · source revision dated 26 August 2026. The agent creates or continues the business file; no completed template is required.

Evidence before persuasion

The output is changed reality, not a grade.

A bounded metric may help diagnose one question. It never becomes the definition of Answerworthiness or replaces the evidence and work behind it.

No universal grade

The Answerworthy Standard does not collapse a business, market, provider and date into one 0–100 number.

Bounded metrics only

An implementation may calculate a scoped diagnostic when its method, coverage and unavailable inputs remain inspectable.

Evidence before aggregation

Every number remains subordinate to the exact question, condition, source, limitation and date behind it.

Work is the output

Changed public surfaces, earned corroboration, explicit gaps and re-verifiable actions matter more than dashboard movement.

verified

Current, inspectable evidence supports the bounded condition inside the stated scope.

unsupported

A consequential claim or proposed answer exists while the evidence required to defend it is absent or insufficient.

contradicted

Current public evidence materially conflicts with the claim, identity or intended answer.

missing

A necessary public surface, answer, proof asset or relationship does not exist.

unreached

The evidence could not be obtained. No failure, absence or zero is inferred.

stale

The evidence or implementation state is outside its declared freshness boundary.

incomplete

Part of the condition is established while explicit requirements remain unresolved.

Action states

ready · blocked · waiting-human · waiting-third-party · done

Claims are objects under evaluation

Writing a claim into the file gives it no truth, authority or recommendation privilege.

No evidence, no evaluated claim

Cite what was observed, name what is needed, or preserve both.

Unreached is not zero

Blocked, absent or failed observation remains unreached rather than becoming a fabricated negative.

No fabrication or strengthening

Never invent sources, dates, reviews, demand or results, and never rewrite unsupported as established.

Earned means earned

No fake reviews, astroturfing, self-corroboration or outreach quotas disguised as authority.

Claims and third parties need a human

Agents may draft both; they may assert or send neither without named human authority.

Numbers carry their coverage

Every metric states what it actually observed and never substitutes for the underlying evidence and action.

Sources and scope

Keep inputs and material scope premises traceable; unknown and inferred remain explicit.

Evidence and actions

Connect findings and material next actions to the buyer outcomes they advance.

Continuation

Read the living Standard, re-verify completed work and preserve useful history.

The implementation loop

From inspection to a clean, maintainable handoff.

Inspect

Check the eight conditions against the real public web and record anything unreachable without guessing.

Write

Create or update answerworthy.md with buyer outcomes, scope, exact evidence states and the ordered work.

Fix

Change only the owned surfaces the principal explicitly authorised, one bounded change at a time.

Pause

Draft claims and third-party communications, then stop for a human decision before asserting or sending either.

Re-verify

Re-fetch every changed surface and compare the result with its falsifiable definition of done.

Maintain

Keep the file, evidence and history so another agent, team or provider can continue without starting over.

The founder-reviewed Answerworthy Plan

A practical campaign to make your business a competitive choice for the right buyers.

The free Read includes the supported Standard result, evidence and material Actions for its declared scope. The paid Plan adds the complete retained research, decision experiments, cross-area dependencies and founder-reviewed priorities for one business, market and language.

The campaign brings prepared marketing drafts and executable briefs across business decisions, evidence production, owned surfaces, independent corroboration, PR, partnerships and distribution. You receive the proposed positioning, copy or pitch where the evidence supports it, with the reason it matters and what happens next.

Where your expertise is needed, we ask precise questions about business facts, evidence or constraints. Each draft identifies those missing inputs and the approval needed before publication or contact. The marketing work arrives prepared for your review.

SEO and technical retrieval

Raw HTML, indexing, architecture, metadata, schema, internal links, performance, accessibility and bot access.

GEO and buyer questions

Pre-brand situations, question families, answer candidates, comparisons, constraints and observed answer behaviour.

Identity and offer

Entity resolution, audience, commercial shape, pricing posture, differentiation, fit and explicit wrong-fit cases.

Claims and evidence

Falsifiable qualities, methods, samples, dates, limitations, proof assets and original research.

Reputation and corroboration

Reviews, directories, marketplaces, customer proof, institutions, experts and correction paths.

PR and authority

Editorial narratives, publishers, podcasts, newsletters, events, communities and legitimate earned references.

Marketing and distribution

Partnerships, social surfaces, demand creation and placing defensible evidence where it can be encountered.

Verification and maintenance

Acceptance tests, indexing checks, answer observations, referrals, regressions and rechecks.

All eight work areas are considered. Only material work enters the campaign; areas needing no change are preserved, and unresolved prerequisites stay explicit.

Get the Answerworthy Plan Start with a free Read

Why Alexander made it open

Built for clean handoff.

Alexander Pichugin created Answerworthy after more than twenty years across web, product, technology, branding and AI, and from frustration with visibility work that repeatedly reports symptoms without leaving the client with an owned operating capability.

Agents now make the complete process accessible to small businesses, lean teams and internal departments. The open standard makes that process portable: another agent, team or provider can continue from the same questions, evidence, decisions and history.

The original provider should remain useful because the work is valuable, not because the client cannot leave.

About the creator answerworthy/answerworthy.md

Canonical open source

One open standard. Many implementations. One business-owned handoff.

The Answerworthy GitHub organisation is the canonical source, history and contribution surface. The public gateway is a category-first projection of that source, not a competing specification.

answerworthy/answerworthy.md