Trend tracking over time
In progressSee your AI Presence Score move week-over-week as you publish content. Sparklines on every benchmark, alerts when your score shifts.
Changelog
Feature releases, fixes, and improvements.
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Brand coherence tactics
In progressOwned-media playbook: GitHub, PyPI, docs, social. Generate the specific posts and pages that move your AI Presence Score, not generic content suggestions.
Weekly tracked benchmarks
In progressAutomatic re-runs on a schedule so trend data builds itself. No more remembering to click the button — the score moves and you find out about it.
May 2026
Real-search grounded prompts
Comparison prompts now derive from real Google queries with monthly volume attached, and pass a swap test for symmetry. Sortable Volume column on collection pages; volume pills on public reports so a 1,300/mo loss is visible as a 1,300/mo problem.
Read more →Sources page rebuild
New ownership bar (you vs competitors vs third-party), normalized domain favicons, and per-run source scoping so a single benchmark's source mix is auditable on its own.
April 2026
KnitKnot launches
AI Presence Management for B2B. Benchmark how ChatGPT evaluates your company against a competitor, get a gap report, act on the misses.
Read more →Four engines
Claude, Perplexity, and Gemini join ChatGPT. Same prompt set runs across all four — see exactly where your AI presence diverges between platforms.
Per-product benchmarks
Companies with a portfolio (think a forecasting library company with multiple libraries) can benchmark each product separately instead of one company-wide blob. Each product gets its own prompts, score, and report.
Playbook + shareable reports
Every benchmark ends with a public, shareable gap report and a ranked Playbook — which pages to write, which features to surface, scored by how many losing evals each one fixes.