Know what AI is actually doing in your company. Then make it better, automatically.

Codiedev captures every AI work session across your company, from your developers' coding agents to Claude Cowork across the business, and turns them into the ground-truth record of your AI transformation. Then it feeds what it learns back into the work: shared skills and team context, injected automatically.

Sessions
AI work session · captured live
PromptOur webhook consumer drops events under load. Add retries with backoff and make it idempotent.
ResponseReading queue/consumer.ts. The handler acks before processing. Moving the ack after commit, adding exponential backoff…
Prompt
Response
Session story · auto-generated
Made webhook ingestion idempotent with retry and backoff
Problem

Events dropped under load; the consumer acked before processing.

Approach

Moved the ack after commit, keyed retries to event IDs, added backoff.

Outcome

Shipped in PR #482. Zero dropped events since.

Lesson learned

Ack-after-commit is now the team pattern for every consumer.

AI work across the orgSample data
Building46%
Fixing24%
Investigating18%
Refactoring12%

You're spending more on AI every month. Every dashboard you've seen is guessing.

Seats activated, tokens burned, pull requests merged: all proxies. Nobody can tell you what the AI actually did. Most teams have the tools. Almost none have the visibility.

Adoption
92%
seats activated
Active doing what?
Token bill
$48,200
last month
What did this buy?
Output
1,240
PRs merged
How much did AI carry?

The session is the ground truth. Everything else is exhaust.

Codiedev captures every AI work session: the full prompt and response, across every tool, for developers and Cowork users alike. No other platform can see this. Then it categorizes and summarizes each session into a readable story: the problem, the approach, the tools used, and the lessons learned.

01

Connect your team in minutes

Developers and Cowork users alike. No months-long implementation.

02

Every AI session is captured and understood

Each one categorized and summarized into a readable story.

03

Insight flows up, improvement flows back down

Ground truth for leaders. Skills and context for teams.

Works with the tools your team already uses.
GitHubGitLabJiraLinearClaude CodeCodexGeminiClaude Cowork

Codiedev doesn't just measure the work. It improves it.

Captureevery prompt & responseUnderstandcategorize & summarizeInjectskills & context appliedBetter sessionsthe loop compoundsEvery sessionmakes the nextone better
The life of one skill
skill: ack-after-commit · sample data
Week 1
One person solves it onceA session fixes dropped webhook events with an ack-after-commit pattern.
Week 2
Codiedev turns it into a skillCaptured from the session story. No one had to write it up.
Weeks 3–6
It fires in everyone's sessionsInjected automatically whenever the work is relevant.128 fires
Today
Shipped work carries the patternPR #482PR #491PR #503+38 more merges

Watch it compound: every skill shows how often it fires and how much shipped work it touched, from Seeding to Compounding.

Skills cloud

One person solves it once. Codiedev turns it into a skill and applies it whenever it's relevant, so nobody has to remember to ask.

Skills cloud
ack-after-commitCompounding128 fires
phased-migrationsSpreading86 fires
msa-redlinesSeeding12 fires

Context that compounds

Every session starts with what the team already learned. Your context gets better every time anyone works.

New session
Starting with what the team already learned:
+Team pattern: ack-after-commit on every consumer
+Gotcha: cache-refresh hooks on enrollment
+Baseline: BILL-460 shipped phase 1 last sprint

Personal insights

Everyone gets a private view of their own AI work: usage, efficiency, and what the best sessions look like. Theirs alone.

Your insightsPrivate to you
47sessions this week
Best session: mapped the timestamp cleanup in one pass
Efficiency: up 12% on your last month

Answers, not charts.

Ask your company's accumulated AI work anything, with citations. And you don't have to ask: Codiedev tells you what deserves attention before you ask, with AI-generated observations about the org, a role-aware “needs your attention” queue, and cited narrative reports delivered by email. Every claim in a report links to the actual work behind it.

What work AI is doing

Every session categorized as building, fixing, investigating, or refactoring, across every team, not just engineering.

Where it fails

The work that gets thrown away, and why, so the next session doesn't repeat the same dead end.

Patterns worth copying

What your best sessions have in common, turned into skills and context the whole team inherits.

Skill gaps

Where teams struggle with the tools, what they're stuck on, and what would actually move the needle.

The full cost picture

Budget burn-down, fully-loaded cost per merge, capitalizable work. From sessions, not invoices.

Institutional memory

Ask anything about your company's AI work and get a cited answer. Knowledge that stops walking out the door.

OverviewReportsCostMemory
AI work by category
All sessions · last 30 days
Building46%Fixing24%Investigating18%Refactoring12%
Needs your attention
AI-generated observations · role-aware
3 new
Payments solved a recurring migration dead end this week. The pattern is flagged as a skill candidate, ready to promote. View sessions →
Throwaway rate in data-eng doubled this week; sessions cite a flaky staging environment. View sessions →
Legal's contract-review sessions tripled this month. A shared playbook would compound it. View sessions →
AI budget burn-down
Spend vs. plan · run-rate projection
This month
Projection turns red before month-end. See the overrun coming before the bill arrives.
Ask your company's memory
Cited answers from real sessions
Why did we switch queue providers in March?

Ordering guarantees broke at scale. Three investigation sessions traced dropped events to at-least-once delivery, and the migration shipped across four sessions the following week. sess-2481 sess-2496 PR #391

Illustrative sample data.

And when someone's blocked, you know before they lose a day. Check in, unblock, and set targets that email you when the projection drifts.

AI transformation didn't stop at engineering. Your measurement shouldn't either.

One record of AI work across your developers and every other AI-assisted role: legal, finance, ops, and marketing, via Claude Cowork. Same capture, same understanding, same compounding.

Engineering
Code
Refactored billing retries behind a feature flag
Code
Traced the flaky auth test to a clock skew
Code
Migrated search indexing to the new queue
One record of AI work
Every team, one timeline
CodeBilling retries refactored
LegalMSA redlined against playbook
CodeSearch indexing migrated
FinanceQ3 variance model built
OpsVendor onboarding triaged
Everyone else · Claude Cowork
Legal
Redlined the MSA against the negotiation playbook
Finance
Built the Q3 variance model from close data
Ops
Triaged the vendor onboarding backlog

Built to see the work. Not to watch people.

Codiedev captures the AI work session: the prompts, responses, tools used, and outcomes. Nothing else on the machine. Secrets and sensitive content are redacted before anything leaves it. Everything is encrypted in transit and at rest, retention is yours to control, and deletion happens on request. Your data is never used to train models.

What Codiedev is designed for
Team patterns and org-level trends
Cited insight reports about the work
Skills and context that pay the team back
A private mirror for each person, theirs alone
Access that follows role, at every level
What it will never be
Leaderboards and rankings
Managers reading personal transcripts
Monitoring hours, keystrokes, or activity
Comparing named people
Surveillance of any kind

Other tools guess. Codiedev knows.

They measure the exhaust: Git metadata, ticket fields, vendor telemetry. Codiedev reads the work, and feeds it back.

Dashboard tools
Codiedev
Accuracy without ticket hygiene
Only as good as the tickets
Sessions are self-describing
Covers the whole company
Engineering only
Developers and Cowork users
Sees what AI actually did
Infers from exhaust data
Reads every session
Can classify capitalizable work
Can't capitalize what it can't see
Auto-classified, with an audit trail
What it gives back to the team
Nothing
Skills, context, and memory

Connect in minutes. Insights the same week. No “hygiene required.”

No months-long implementation, no consultants, and no dependency on ticket hygiene for the numbers to be right, because sessions are self-describing ground truth. Accurate on day one, with no ticket hygiene required.

Codiedevsessions are the ground truth
Day 1
Connected
Sessions flowing the same day.
Week 1
First insight report
Org-level observations, with citations.
Month 1
Compounding
Skills and context feeding back into every session.
Typical metadata platformnumbers depend on ticket hygiene
Month 1
Implementation
Month 3
Ticket-hygiene cleanup
Month 6
First trusted report

Simple pricing. No surprises.

Starter
$125 / seat / month
Developers and Cowork users alike.
  • Full session capture and understanding
  • Org-level insights and skills cloud
  • Cost and ROI reporting
Enterprise
Custom
For larger orgs and stricter requirements.
  • Everything in Starter
  • SSO / SAML and advanced role-based access
  • Custom retention and redaction policies

See what your AI is actually doing.

In 20 minutes, we'll show you the record of AI work no other platform can produce, and how it compounds.

See a sample insight report