KnitKnot

# KnitKnot Changelog

What just shipped in KnitKnot: new engines, benchmark improvements, report features, and playbooks across ChatGPT, Claude, Perplexity, and Gemini.

## August 2026

Permalink: https://knitknot.ai/changelog/2026-08/

  • - Evidence-bound reports and briefs: Move from a grounded competitive finding to a reviewable next step without losing the evidence underneath it.
  • - Discovery Playbooks for missing buyer pages: Find missing comparison, alternatives, and category pages buyers expect, then turn each gap into a researched content brief.
  • - A complete head-to-head view for every benchmark: See your record against every competitor in a benchmark, with search, sorting, and change from the prior period.
  • - Query Fan Out enters early access: See the retrieval queries exposed by supported ChatGPT runs, grouped by topic and content need.

## July 2026

Permalink: https://knitknot.ai/changelog/2026-07/

  • - A company facts bank with receipts and history: Keep verified company facts, their sources, and their history in one reviewable record.
  • - Content Intelligence and site health, tied to the work: Score pages on readable evidence, then turn important crawler, sitemap, snippet, and page failures into issues you can resolve.
  • - Reports and citations you can inspect: Keep a report’s period fixed, follow a claim to its citation signal, and inspect every cited page as its own record.
  • - Prompt performance by topic: See win rate, visibility, demand, and trend by topic, then drill into the questions behind each one.

## June 2026

Permalink: https://knitknot.ai/changelog/2026-06/

  • - Every number traces to its evidence: Report totals and their drill-downs now use the same underlying evaluation rows.
  • - Run Measurement: Compare a run with the prior benchmark and see which answers, sources, and competitors changed.
  • - MCP: your AI presence, available inside an assistant: Ask MCP-enabled assistants about your workspace’s position, issues, prompts, sources, and playbooks.
  • - Playbooks that are ready to discuss: Generate a richer, evidence-led playbook directly from the Playbooks page and carry proof into the discussion.

## May 2026

Permalink: https://knitknot.ai/changelog/2026-05/

  • - A clearer AI Presence score: See recommendation rate, sentiment, freshness, brand coherence, and engine spread at the top of a report.
  • - Owned sources: Classify cited sources as yours, a competitor’s, or third-party—and update past citations when ownership changes.
  • - A more useful prompt library: Build prompts from buyer personas, real search demand, and the company or product they are meant to test.
  • - Benchmarks with a weekly rhythm: Schedule a collection to run every week and keep a baseline for comparison.

## April 2026

Permalink: https://knitknot.ai/changelog/2026-04/

  • - KnitKnot launches: Benchmark the buyer questions that matter, inspect the answers, and turn repeated gaps into work your team can ship.
  • - One benchmark across four AI engines: Run the same prompt set across ChatGPT, Claude, Perplexity, and Gemini—and see where your position changes.
  • - Product-level benchmarks: Give each product its own prompt set, score, and report rather than blending a portfolio into one company-wide result.
  • - Shareable reports and prioritized playbooks: Turn benchmark gaps into a report people can discuss and a ranked list of the work to address.

KnitKnot index

Changelog

Feature releases, fixes, and improvements.

In development

Agent Journeys

Early access

Define a buyer outcome, freeze the prompts and approved facts behind it, and measure what changes as one durable record.

AI-referred visits and crawler activity

In development

See the people who arrive from AI answers and the bots that fetch your pages—clearly separated, with the source and freshness of each signal intact.

August 2026

Evidence-bound reports and briefs

Move from a grounded competitive finding to a reviewable next step without losing the evidence underneath it.

Discovery Playbooks for missing buyer pages

Find missing comparison, alternatives, and category pages buyers expect, then turn each gap into a researched content brief.

Read more

A complete head-to-head view for every benchmark

See your record against every competitor in a benchmark, with search, sorting, and change from the prior period.

Query Fan Out enters early access

Early access

See the retrieval queries exposed by supported ChatGPT runs, grouped by topic and content need.

Read August 2026 release notes

July 2026

A company facts bank with receipts and history

Keep verified company facts, their sources, and their history in one reviewable record.

Content Intelligence and site health, tied to the work

Score pages on readable evidence, then turn important crawler, sitemap, snippet, and page failures into issues you can resolve.

Reports and citations you can inspect

Keep a report’s period fixed, follow a claim to its citation signal, and inspect every cited page as its own record.

Read more

Prompt performance by topic

See win rate, visibility, demand, and trend by topic, then drill into the questions behind each one.

Read more
Read July 2026 release notes

June 2026

Every number traces to its evidence

Report totals and their drill-downs now use the same underlying evaluation rows.

Run Measurement

Compare a run with the prior benchmark and see which answers, sources, and competitors changed.

MCP: your AI presence, available inside an assistant

Ask MCP-enabled assistants about your workspace’s position, issues, prompts, sources, and playbooks.

Playbooks that are ready to discuss

Generate a richer, evidence-led playbook directly from the Playbooks page and carry proof into the discussion.

Read June 2026 release notes

May 2026

A clearer AI Presence score

See recommendation rate, sentiment, freshness, brand coherence, and engine spread at the top of a report.

Owned sources

Classify cited sources as yours, a competitor’s, or third-party—and update past citations when ownership changes.

Read more

A more useful prompt library

Build prompts from buyer personas, real search demand, and the company or product they are meant to test.

Read more

Benchmarks with a weekly rhythm

Schedule a collection to run every week and keep a baseline for comparison.

Read May 2026 release notes

April 2026

KnitKnot launches

Benchmark the buyer questions that matter, inspect the answers, and turn repeated gaps into work your team can ship.

Read more

One benchmark across four AI engines

Run the same prompt set across ChatGPT, Claude, Perplexity, and Gemini—and see where your position changes.

Product-level benchmarks

Give each product its own prompt set, score, and report rather than blending a portfolio into one company-wide result.

Shareable reports and prioritized playbooks

Turn benchmark gaps into a report people can discuss and a ranked list of the work to address.

Read April 2026 release notes