# Testing AI Internal Linking: Experiment Plan

Canonical page: https://2bcome.ai/experiments/internal-links/
Content updated: 2026-09-15

EXPERIMENT 002 Planned test

# Can the agent make internal links more useful?

A proposed test of relevant, in-context links within one site section, without quotas or unreviewed site-wide edits.

By [2bcome](https://2bcome.ai/about/) Written September 15, 2026 Updated September 15, 2026

Planned experiment. No results are available. This page describes the proposed test, not a completed case study.

## Status

Planned. No test has been run and no result is reported. The page describes the proposed method.

## The question

Can an agent identify missing connections between related pages and propose links that a reviewer considers useful for the reader?

The goal is not to maximize the number of links. It is to improve navigation between pages with a meaningful relationship.

## The proposed scope

Select a defined section and inventory its pages. Keep a record of the existing internal links before any changes.

The agent should propose a short list of additions, with the source sentence, destination, anchor text, and reason for each link. It should flag broken destinations separately from editorial opportunities.

## The review

A reviewer checks whether the destination answers a relevant next question, whether the anchor text accurately describes it, and whether the link fits naturally in the page.

Repeated destinations, keyword-heavy anchors, and unrelated pages should be rejected rather than counted as successful output.

## Validation and measurement

Before publication, validate every destination and inspect the rendered pages. Record the approved revision and any other changes made during the observation period.

Operational measures include accepted proposals, rejected proposals, and required repairs. Any later search or navigation outcome needs an agreed baseline and cannot be attributed to the links simply because it happened afterward.

## Reporting

The result should include the accepted and rejected examples, the reasoning, and the limits of the evidence. Until that exists, this remains a test plan.

[Explore the internal-linking workflow](https://2bcome.ai/solutions/internal-linking/) or read [the audit model](https://2bcome.ai/docs/audit-and-rollback/).

CONNECTED WORK

## The next useful connection.

WORKFLOW

### [Internal Linking Automation with Reviewable Changes](https://2bcome.ai/solutions/internal-linking/)

Explore internal linking automation designed to connect relevant pages, explain each suggestion, validate destinations, and prepare changes for review.

[Explore](https://2bcome.ai/solutions/internal-linking/)

SPECIALIST

### [AI Website Agent for Reviewable Site Changes](https://2bcome.ai/agents/web-agent/)

Explore a Git-first AI Website Agent designed to make scoped website changes, run checks, and prepare reviewable diffs before an approved deployment.

[Explore](https://2bcome.ai/agents/web-agent/)

GUIDE

### [AI Agent Audit Trails and Website Rollback](https://2bcome.ai/docs/audit-and-rollback/)

The proposed audit record connecting a goal, evidence, draft, approval, tests, and deployed revision.

[Explore](https://2bcome.ai/docs/audit-and-rollback/)