Weave
Engineering intelligence platform that measures software team output and code quality, and routes AI prompts to the most cost-efficient model.
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Product Overview
What is Weave?
Weave is an engineering intelligence and token analytics platform built for organizations trying to understand what their AI coding spend is actually returning. Rather than counting commits or story points, Weave applies its own trained LLMs and machine learning models to every pull request, review, and deployment, normalizing all of this work into a single, comparable unit of output regardless of whether a human or an AI tool did the work. It layers in DORA and SPACE metrics, plus its own novel token-value scoring, into one dashboard that shows exactly where a team's software delivery lifecycle is getting stuck. On the cost side, Weave ingests token usage from tools like Claude Code, Cursor, and Codex and attributes it line by line to specific engineers and models, turning AI ROI from a guess into a tracked number. Its built-in Prompt Router then reclassifies every incoming prompt in real time and sends it to the cheapest model that won't sacrifice speed or quality, learning continuously from individual and organizational feedback.
Key Features
AI vs. Human Attribution
Analyzes every pull request to separate AI-generated code from human work and expresses both in a normalized, gaming-resistant output unit.
Token Intelligence
Tracks token spend across 50M+ prompts and benchmarks return on token spend against 1,000+ peer organizations.
Prompt Router
Classifies each prompt and automatically routes it to the most cost-efficient model, cutting spend to a fraction of frontier-model pricing without hurting quality.
Wooly Research Agent
An embedded AI agent, accessible in-app or via MCP, that analyzes an org's own data and surfaces where and how engineering delivery can improve.
DORA and SPACE Benchmarking
Combines industry-standard delivery metrics with proprietary AI-impact scores into a single dashboard covering commits, reviews, and deploys.
Enterprise-Grade Security
SOC 2 Type II and GDPR/HIPAA compliant, with SSO, SAML, OIDC, and SCIM provisioning for secure organization-wide rollout.
Use Cases
- AI ROI Reporting : Engineering leaders quantify exactly how many hours of human-era work each dollar of AI token spend is buying, for budget and tool-vendor decisions.
- Team Performance Reviews : Managers use per-engineer output, quality, and AI-usage scores to run fairer, data-backed performance and promotion conversations.
- Bottleneck Diagnosis : Teams pinpoint whether slow delivery stems from code review, deployment cycles, or specific components, rather than guessing.
- AI Coding Cost Optimization : Engineering orgs cut model spend by letting Weave's router send simpler prompts to cheaper models automatically inside Claude Code, Cursor, or Codex.
- Executive Reporting : Leadership generates board-ready reports on engineering output and AI impact within days of connecting their tools.
FAQs
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