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published_at: 2026-10-16T20:36:07Z
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[Resources](https://optiview.ai/resources/) [GEO and measurement](https://optiview.ai/resources/topics/geo-and-measurement/)

GEO troubleshooting — October 30, 2026

# How to Turn an Incorrect AI Answer Into a Website Improvement

When an AI assistant gets something wrong about your business, rewriting your website is not automatically the solution. First determine where the wrong information originated.

By Optiview · Sources checked October 30, 2026

[Download this article (.md)](https://optiview.ai/resources/ai-answer-gap-to-source-fix.md)

A generated answer may misstate a product capability, invent a price or omit an eligibility restriction. Those errors can be commercially important, but they do not all share the same cause.

Sometimes the website genuinely lacks the necessary information. Sometimes its pages contradict each other. In other cases, the authoritative source is accurate and the assistant produces an unsupported interpretation.

The purpose of this diagnostic procedure is to find the first substantiated defect. It complements general AI visibility reporting by focusing specifically on factual correctness and deciding whether a website change is justified.

## 1\. Preserve the exact incorrect answer

1.  Record the customer's question exactly as submitted.
2.  Save the complete answer and visible citations where permitted.
3.  Record the service, date, region and relevant settings when known.
4.  Identify the precise assertion believed to be incorrect.
5.  Write the approved factual answer independently of the AI output.
6.  Locate authoritative evidence supporting that correction.

Do not treat a paraphrased complaint as a reproducible model observation. If the original answer is unavailable, label the report accordingly.

## 2\. Use the source-diagnosis matrix

| Finding | Likely investigation | Website action |
| --- | --- | --- |
| Required fact absent | Content completeness | Add approved information |
| Fact contradicted elsewhere | Source authority and versioning | Reconcile affected pages |
| Material qualification unclear | Wording and context | Clarify existing source |
| Old information retrieved | Source and retrieval freshness | Investigate before changing content |
| Current source accurate | Retrieval or answer interpretation | No automatic website change |
| Evidence insufficient | Observation quality | Hold pending investigation |

This is a troubleshooting framework, not a claim that every AI system exposes enough internal evidence to determine the true cause.

## 3\. Work through a fictional incorrect answer

Suppose fictional company Pinecrest Scheduling offers calendar synchronization only on its Professional plan. An illustrative AI answer says synchronization is included on every plan.

The investigator reviews the published source. If the site merely says 'calendar synchronization available,' without explaining plan eligibility, there may be a legitimate clarification opportunity. If the pricing page already states the restriction clearly, the investigator should examine available citations and retrieval evidence before proposing another page.

The company and answer are hypothetical. No external AI system was queried, and no experiment or customer result is being reported.

## 4\. Decide whether a change is warranted

*   SOURCE\_ERROR: Correct a verified false published assertion.
*   SOURCE\_GAP: Add a confirmed missing fact or condition.
*   SOURCE\_CONFLICT: Resolve contradictory authoritative statements.
*   SOURCE\_ACCURATE: Record that no justified source change was found.
*   RETRIEVAL\_UNCERTAIN: Investigate available acquisition and freshness evidence.
*   INSUFFICIENT\_EVIDENCE: Hold without speculative remediation.

Google's [people-first content guidance](https://developers.google.com/search/docs/fundamentals/creating-helpful-content) supports focusing on genuinely useful information. It does not suggest rewriting accurate pages every time an external AI answer varies.

## 5\. Verify both the correction and the evidence boundary

For an approved source correction, record the prior wording, revised claim, evidence, reviewer and live page. Validate that the intended content is actually published.

Google's [AI features documentation](https://developers.google.com/search/docs/appearance/ai-features) explains that established SEO fundamentals remain relevant and that inclusion in AI features is not guaranteed by special optimization. Similarly, publishing a correction does not guarantee a named assistant will retrieve it or change its answer.

Use the [claim conflict decision process](https://optiview.ai/resources/resolve-conflicting-brand-facts/) for contradictions and the [AI answer evaluation rubric](https://optiview.ai/resources/ai-answer-accuracy-evaluation-rubric/) for independent answer scoring. The completed diagnosis should identify the finding, action owner and what remains unproven.

## Additional source context

Correct a website only when the evidence identifies a source problem or a genuinely useful clarification. If the source is accurate and complete, preserve that finding rather than manufacturing another content change.

Make your brand easier for AI to understand.

### Explore

[Website publishing](https://optiview.ai/products/publish/) · [Developer tools](https://optiview.ai/products/#developers) · [Pricing](https://optiview.ai/pricing/)

### Learn

[Guides](https://optiview.ai/resources/) · [Developer docs](https://optiview.ai/developers/) · [Research](https://optiview.ai/proof/) · [FAQ](https://optiview.ai/faq/)

### Company

[About Optiview](https://optiview.ai/about/) · [Agencies](https://optiview.ai/partners/) · [Contact](https://optiview.ai/#contact) · [Privacy](https://optiview.ai/privacy/) · [Billing terms](https://optiview.ai/billing-policy/)

## Additional page links

- [Measuring AI visibility doesn’t change the source.](https://optiview.ai/resources/ai-visibility-publishing/) — Continue reading
- [Turn an AI visibility finding into an action.](https://optiview.ai/resources/why-visibility-reporting-isnt-enough/) — Continue reading
- [From Profound AI Visibility Findings to Source-Level Content Improvements](https://optiview.ai/resources/profound-ai-visibility-to-source-action/) — Continue reading
- [Preview a page](https://optiview.ai/demo/) — Continue reading
- [Read the setup guide](https://optiview.ai/docs/setup/) — Continue reading


---

# Published brand narrative

# Site-wide brand information

## Who we are

### Optiview — Parse, Retrieve and Publish for AI

Optiview helps businesses and developers make website information easier for AI to use. Parse converts supplied HTML into clean Markdown and source metadata. Retrieve fetches an eligible public HTTPS webpage and prepares its content. Publish helps a verified business prepare its own website content and make approved Narrative Graph context available through a supported connection.

Parse and Retrieve use application keys and a prepaid developer wallet. Publish has separate website setup, ownership checks and a subscription. Optiview does not control whether an outside AI service discovers, uses or cites the resulting content.

Applies to: Optiview

## Why we matter

### A clearer source, from website content to business context

Webpages mix useful information with navigation, layout and application code. Businesses may also have important qualifications, answers and context that are not clearly published.

Optiview gives developers a way to prepare source content for their applications, and gives businesses a way to publish the context their teams approve. Your application chooses how to use Parse and Retrieve results. Your business controls what it publishes through Publish.

Clearer publishing makes information available; it does not determine an AI system’s answer. Each outside service chooses its own retrieval, recommendations and citations.

## What we offer

### Three products, with separate jobs and clear pricing

- **Optiview Parse:** Supply complete HTML and a source URL. Receive clean Markdown, source and output hashes, parser details and processing warnings. Parse does not fetch the URL or execute JavaScript. A successful page uses 1 credit.
- **Optiview Retrieve:** Supply one eligible public HTTPS URL. Optiview checks supported access and publisher policies, fetches anonymous static HTML and parses it. It does not search the web, execute JavaScript, bypass a login or access private networks. A successful page uses 5 credits total, including parsing.
- **Developer credits:** USD $20 buys 20,000 credits shared by Parse and Retrieve. There is no developer subscription, automatic recharge or scheduled credit expiration. Failed jobs consume no credits. Applicable taxes and the total appear at checkout. Source size, quotas and retention limits apply.
- **Optiview Publish:** USD $99 per website per month plus applicable tax. Connect a verified website, review the prepared source and optionally maintain approved Narrative Graph context in Identity, Story, Offerings, Trust, Knowledge and Actions. Choose site-wide or exact-page scope. Saving drafts does not publish them. Eligible AI tools can receive prepared Markdown or HTML through supported delivery, while ordinary visitors keep the normal website.

Developer credits do not purchase Publish subscriptions. Parse and Retrieve do not add a customer’s private Narrative Graph to arbitrary third-party pages. See https://optiview.ai/pricing/ and https://optiview.ai/developers/ for the current offer and limits.

## Why trust us

### Inspect the output and understand what the evidence establishes

Developers can inspect the prepared Markdown, job status, source metadata, processing warnings and credit ledger. Retrieve records the public source response it observed; Parse identifies supplied HTML rather than claiming to verify the current origin.

Publish administrators can review parser output, the combined published-output preview, source checks and publication history. A preview is separate from a recorded live delivery. Saved edits remain separate from the active publication until explicitly published.

Our experiment pages contain selected first-party AI conversations and source comparisons. Delivery records establish what was served, not downstream ingestion, recommendations, citations or revenue. Observed language matches do not establish causation or a consistent visibility improvement. Explore the evidence and limitations at https://optiview.ai/proof/.

## Helpful knowledge

### Common questions about the three products

**Which product should I use?**
Use Parse when you already have HTML. Use Retrieve when you need Optiview to fetch one eligible public page first. Use Publish when your business wants to prepare its verified website and publish approved context.

**Do Parse and Retrieve require website ownership or DNS changes?**
No website connection is needed for these developer products. You remain responsible for source rights and permitted downstream use. Public availability does not grant a reuse license.

**How do developer accounts and keys work?**
Create a developer workspace and save the personal sign-in key and offline recovery code. Create scoped service keys for server-side applications. Email is an unverified contact identifier, not account-ownership proof or an email-only recovery method. Keep all credentials private.

**Can my agent use Optiview?**
The authenticated developer API returns prepared content for your application or model. A downloadable JavaScript client and local MCP adapter are available. Your host must authorize sources and any credit expenditure. Compatibility does not establish adoption or a partnership with an AI provider.

**Does the API include my private Narrative Graph?**
Parse and Retrieve are source-only. Verified website publishing and approved publisher context belong to the separate Publish workflow.

**Does Publish replace our website or CMS?**
No. Your website stays in its existing system. Your web team establishes and tests a supported connection. Your team reviews and explicitly publishes any Narrative Graph additions. Ordinary visitors retain the normal website experience.

**Does every AI tool get the prepared version?**
No. Delivery depends on the website connection, source eligibility and the request. Some tools explicitly request Markdown; supported AI requests may also receive prepared Markdown or HTML through eligible delivery paths. Traditional search crawlers retain the original website response. A claimed tool name does not prove the requester’s identity.

**Does the demo publish or save to our workspace?**
No. The public demo is a separate preview. Its AI-generated examples require review and do not transfer automatically into an approved publication.

**Will Optiview guarantee citations or recommendations?**
No. Optiview prepares and publishes sources. Outside AI services choose what to retrieve, use and cite.

## What to do next

### Choose your starting point

- [Compare Parse, Retrieve and Publish](https://optiview.ai/products/) to choose the right workflow.
- [Create a developer workspace](https://app.optiview.ai/developers) for self-service Parse and Retrieve, then add credits and create an application key.
- [Read the API quickstart and agent-tool setup](https://optiview.ai/developers/) for request examples, supported sources, errors, quotas and downloads.
- [Review pricing and terms](https://optiview.ai/pricing/) for prepaid credits and the separate Publish plan.
- [Preview your website](https://optiview.ai/demo/) to inspect prepared content and explore unapproved narrative examples without connecting or publishing.
- [Plan Publish setup](https://optiview.ai/onboarding/) with your web team. Publishing requires ownership checks, review and a supported connection; contact [hello@optiview.ai](mailto:hello@optiview.ai) for assisted setup.

Already using Publish? Review your Narrative Graph, publish approved changes explicitly, inspect the combined source in Markdown and check recorded delivery in Activity. Keep your existing visibility tools to study downstream AI answers.