Built for teams using AI coding tools

Turn AI spend into
provable ROI

Tazmin tracks the lines of code your team actually commits, links them to the tasks they complete, and calculates your real return — so every dollar of AI spend is backed by data.

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Tazmin Dashboard
This month
$1,284
+12% vs last month
Lines committed
94.7K
+21% vs last month
Tasks shipped
138
via AI-assisted code
Avg ROI
6.8x
cost vs. dev-time saved
Daily spend
Top users this week
alex.m$42
priya.k$34
dev.j$26
sam.t$19
Features

Spend less time justifying AI. More time scaling it.

From raw token spend to real business output — Tazmin closes the loop between what AI costs and what it actually delivers.

AI ROI dashboard

See your true return on AI investment — AI spend weighed against developer hours saved, code velocity, and tasks shipped. One number that justifies the budget.

True lines committed

Tokens consumed is not output. Tazmin counts the lines your team actually commits to the repo — the real measure of what AI is producing.

Commit-to-task mapping

Every commit is linked to the Jira, Linear, or GitHub issue it closes. See exactly which tasks AI helped ship and how long each one took.

Real-time cost tracking

See spend as it happens. Token usage, model costs, and trends update in real time so surprises don't show up on your invoice.

Per-developer breakdown

Know which developers are driving output vs. cost. Spot who is getting the most from AI and replicate what is working across the team.

Budget alerts

Set thresholds by team, project, or developer. Get notified via Slack or email before you blow past your monthly budget.

Cost per feature

Divide total AI spend by completed tasks to get cost-per-feature delivered. Finally, a metric that resonates with finance and leadership.

Team policies

Enforce spend limits per developer or role. Block over-budget usage automatically or require manager approval to unlock more.

Exportable reports

Pull ROI, cost, and commit data into your existing finance or BI tooling via CSV export or REST API. Fits any workflow.

AI ROI

Stop guessing. Start proving.

Tokens consumed is not value delivered. Tazmin tracks real commits, links them to the tasks they close, and calculates what your AI spend is actually worth.

Commit activity — last 7 days
a3f9c12PROJ-142
Add Stripe webhook handler for subscription events
+34712·5 files·Payment webhook processing
AI cost$0.43
Time saved3.2h
ROI7.4x
b8e1d07PROJ-139
Refactor auth middleware to support org-level roles
+21891·8 files·Role-based access control
AI cost$0.31
Time saved2.1h
ROI6.8x
c2a4f55PROJ-151
Implement CSV export for usage reports
+1243·3 files·Finance export pipeline
AI cost$0.17
Time saved1.4h
ROI8.2x
Monthly summary
$0.30
Avg cost per task shipped
across 138 tasks this month
412h
Developer hours recovered
estimated from commit velocity
74K
Lines committed per $1 spent
true output, not tokens
6.8x
Avg ROI multiple
spend vs. developer time saved
Track commits, not tokens. Tazmin connects to your git history and counts the lines your team actually ships.
Link code to tasks. Commits are matched to Jira, Linear, or GitHub Issues via branch names and PR metadata.
Calculate real ROI. AI cost divided by estimated developer time saved — a number leadership can act on.
How it works

Up and running in minutes

No agents to deploy, no code to change. Tazmin connects to your AI coding tools via OpenTelemetry and native usage APIs.

01

Connect your AI tools

Each tool has a simple one-time setup. Claude Code uses two environment variables; Copilot, Codex, and Gemini connect via their billing or usage APIs.

# Claude Code (OTLP)
CLAUDE_CODE_ENABLE_TELEMETRY=1
OTEL_EXPORTER_OTLP_ENDPOINT=https://ingest.tazmin.ai

We collect token counts, model IDs, and session timestamps — never prompt content, code, or file paths. Data is encrypted in transit.

02

Invite your team

Add teammates to your Tazmin workspace. Each developer gets an API key — usage is attributed automatically by key.

03

Set budgets & alerts

Define monthly spend targets per team or individual. Configure Slack or email notifications so nothing slips through.

04

Watch the dashboard

Log in to see real-time cost and usage data across your whole organization — updated every few seconds.

Pricing
Coming soon

Pricing is almost ready

We're finalizing our plans. Sign up to get notified at launch.

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