Agent Journeys
Early accessDefine a buyer outcome, freeze the prompts and approved facts behind it, and measure what changes as one durable record.
What just shipped in KnitKnot: new engines, benchmark improvements, report features, and playbooks across ChatGPT, Claude, Perplexity, and Gemini.
Permalink: https://knitknot.ai/changelog/2026-08/
Permalink: https://knitknot.ai/changelog/2026-07/
Permalink: https://knitknot.ai/changelog/2026-06/
Permalink: https://knitknot.ai/changelog/2026-05/
Permalink: https://knitknot.ai/changelog/2026-04/
KnitKnot index
Feature releases, fixes, and improvements.
Define a buyer outcome, freeze the prompts and approved facts behind it, and measure what changes as one durable record.
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.
Move from a grounded competitive finding to a reviewable next step without losing the evidence underneath it.
Find missing comparison, alternatives, and category pages buyers expect, then turn each gap into a researched content brief.
Read moreSee your record against every competitor in a benchmark, with search, sorting, and change from the prior period.
See the retrieval queries exposed by supported ChatGPT runs, grouped by topic and content need.
Keep verified company facts, their sources, and their history in one reviewable record.
Score pages on readable evidence, then turn important crawler, sitemap, snippet, and page failures into issues you can resolve.
Keep a report’s period fixed, follow a claim to its citation signal, and inspect every cited page as its own record.
Read moreSee win rate, visibility, demand, and trend by topic, then drill into the questions behind each one.
Read moreReport totals and their drill-downs now use the same underlying evaluation rows.
Compare a run with the prior benchmark and see which answers, sources, and competitors changed.
Ask MCP-enabled assistants about your workspace’s position, issues, prompts, sources, and playbooks.
Generate a richer, evidence-led playbook directly from the Playbooks page and carry proof into the discussion.
See recommendation rate, sentiment, freshness, brand coherence, and engine spread at the top of a report.
Classify cited sources as yours, a competitor’s, or third-party—and update past citations when ownership changes.
Read moreBuild prompts from buyer personas, real search demand, and the company or product they are meant to test.
Read moreSchedule a collection to run every week and keep a baseline for comparison.
Benchmark the buyer questions that matter, inspect the answers, and turn repeated gaps into work your team can ship.
Read moreRun the same prompt set across ChatGPT, Claude, Perplexity, and Gemini—and see where your position changes.
Give each product its own prompt set, score, and report rather than blending a portfolio into one company-wide result.
Turn benchmark gaps into a report people can discuss and a ranked list of the work to address.