# KnitKnot Changelog: April 2026

- KnitKnot launches: AI Competitive Positioning for B2B. Benchmark how ChatGPT evaluates your company against a competitor, get a gap report, and act on the misses.

- One benchmark across four AI engines: A single benchmark can now show how your company is represented across ChatGPT, Claude, Perplexity, and Gemini. The same buyer questions make differences between engines visible instead of leaving you with four disconnected snapshots.

- Product-level benchmarks: Teams with a portfolio can benchmark each product separately. Each one gets its own prompts, competitors, score, and report, while still belonging to the wider company record.

- Shareable reports and prioritized playbooks: Every benchmark ends with a shareable gap report and a ranked Playbook: the pages to write, the facts to surface, and the work most likely to improve the questions buyers are asking.

← Changelog

Released: April 30, 2026

Release ledger

April 2026

Four textured black circles connected to a small orange and teal woven knot.

KnitKnot launches

AI Competitive Positioning for B2B. Benchmark how ChatGPT evaluates your company against a competitor, get a gap report, and act on the misses.

One benchmark across four AI engines

A single benchmark can now show how your company is represented across ChatGPT, Claude, Perplexity, and Gemini. The same buyer questions make differences between engines visible instead of leaving you with four disconnected snapshots.

AI Presence Score

77/100

By Engine

ChatGPT

Claude

Perplexity

Gemini

Product-level benchmarks

Teams with a portfolio can benchmark each product separately. Each one gets its own prompts, competitors, score, and report, while still belonging to the wider company record.

Per-product reports

All products

Nixtla Brand

TimeGPT

StatsForecast

MLForecast

NeuralForecast

HierarchicalForecast

Shareable reports and prioritized playbooks

Every benchmark ends with a shareable gap report and a ranked Playbook: the pages to write, the facts to surface, and the work most likely to improve the questions buyers are asking.

Playbook

Ranked by impact

high

Add Snowflake-native deployment to homepage

Fixes 12 losing evals

high

Publish ML interface comparison vs Darts

Fixes 8 losing evals

medium

Update Nixtlaverse docs with sklearn-style examples

Fixes 5 losing evals

medium

Add benchmark to TimeGPT-2 launch page

Fixes 4 losing evals

low

Refresh deprecated docs.nixtla.io redirect

Fixes 2 losing evals