Wooly · research agent

Ask questions. Get answers. No dashboards required.

Wooly is Weave’s research agent. Ask any question about your engineering org and get grounded, source-cited answers in seconds.

How does AI-assisted output compare across teams?

Ask

  • Auto
  • Last 13 weeks
  • All repos

Or start from one of these

  • “Why did cycle time spike last sprint?”
  • “Which teams have the highest revert rates?”
  • “What did we spend per shipped feature?”

What the answer is built from

4
  • 48 pull requestsgithub
  • 112 reviewsgithub
  • 9,204 agent runscursor
  • $12,480 of spendbilling api
AI-assisted output by team
Normalized units of work per engineer, last 13 weeks, split by authorship.
+38% vs Q3
answered in 4.2s
raw output
AI vs human
by type
by component
by team
by AI tool
by people
backend
frontend
infrastructure
Median
Top 10 %
Top 1 %

Any question about your engineering org, asked in your own words.

Natural language across your entire engineering dataset. No query builder, no dashboard request, no waiting on a data team.

Median answer
4.2 seconds
Claims with a source link
100%
Dashboards to configure
None
  1. Q1“Why did cycle time spike last sprint?”4.2s
  2. Q2“Which teams have the highest revert rates?”2.8s
  3. Q3“How does AI-assisted output compare across teams?”6.1s
  4. Q4“Which AI tool has the best cost-per-merged-PR?”3.4s
  5. Q5“What did we spend per shipped feature last quarter?”5.7s

Four steps between your question and a cited answer.

Wooly does not guess. It resolves the question, pulls the records, separates human from AI work, and keeps a link to every source it used.

Thinking · 4 sources · verifying data points

4.2s

Comparing AI-assisted output per engineer across four teams over the last thirteen weeks. Normalising by codebase component so a platform change and a mobile change count the same, then checking the result against peer organisations of the same size.


AI-attributed share of shipped output · by week

  1. Step 1 of 4

    Parse

    Wooly reads the question, resolves the teams and repos it mentions, and picks the time window.

  2. Step 2 of 4

    Retrieve

    It pulls the underlying records: pull requests, reviews, deploys, agent runs and spend.

  3. Step 3 of 4

    Attribute

    Human and AI contributions are separated on every record it touches, not estimated after.

  4. Step 4 of 4

    Cite

    Every number in the answer keeps a link back to the exact record it came from.

Answers grounded in your records, not in general knowledge.

  • Context-aware answers

    Every answer is grounded in your organization’s own PRs, reviews, deployments, and costs. Not general knowledge — your data.

  • Source-cited answers

    Every claim links back to the underlying records. Click through from any number to the PRs behind it.

  • Uncover what dashboards miss

    Ask cross-cutting questions no fixed dashboard was built to answer, and get an answer in seconds instead of a data request.

One answer · every claim traced

5 of 5
  • 642.12 units shipped48 pull requests
  • 51% AI-attributedcursor · agent runs
  • 99th percentile outputpeer benchmark
  • 3 reverts on mobiledeploy log
  • $12,480 of AI spendbilling api

No figure appears in an answer without the record behind it.

The questions a fixed dashboard was never built to answer.

What a fixed dashboard gives you

  • Panels chosen months ago

    Someone decided which cuts mattered before you had the question.

  • One metric at a time

    No way to join spend against output against review load.

  • A request queue

    A new cut is a ticket, and the ticket takes days.

  • Numbers without provenance

    Trust the tile, or go and rebuild the query yourself.

What Wooly gives you

  • Any question

    Asked in plain words, the moment it occurs to you.

  • Cross-cutting by default

    Spend, output, review depth and revert rate in one answer.

  • Seconds, not days

    Fast enough to ask the follow-up while you are still thinking.

  • A citation per claim

    Click any figure and land on the record it came from.

  • 4.2sMedian time from question to cited answer
  • 100%of figures carry a link to their record
  • 0Dashboards to build, request or maintain

Ask from wherever the question came up.

Wooly answers in the place you were already working, and keeps the answer shareable afterwards.

  • Slack

    Mention Wooly in any channel and the answer lands in thread, cited, for everyone reading.

  • Your Editor

    Ask from inside the repo the question is about, without breaking flow to open a tool.

  • The CLI

    Pipe a question into a script, a scheduled job, or your own internal reporting.

  • The Workspace

    The full Wooly surface, with history, saved answers and shared threads.