The intelligence platform
for AI native engineering

Connect AI spend, engineering output, quality, and governance to understand where AI creates value — and where it does not.

Milestone Ask Milestone about spend, delivery, agents…
AI SPEND↑15% vs PR
$284K
Attributed across every tool & agent
BLENDED ROILive
3.2×
AI spend converted into delivery
EFFICIENCY78%
AGENTS34 active
231
Agent PRs governed this quarter
6 tareas · 83% earned
SPEND BY TOOL
GitHub Copilot$96K Claude$67K OpenAI$62K Cursor$37K Other$22K
PR VELOCITYThis month ▾
142
PRs merged
+24% vs last month
MayJunJulAugOct
GOVERNANCE
Policy compliance98%✓
Approved spend92%✓
⌀Shadow spend$3.2K⚠
View governance center→
Connected GitHub Slack Jira Cursor + 12 more
$0K AI spend attributed 0 agents governed 0× blended ROI 0% of merged PRs AI attributed
Trusted by industry leaders
Monday Playtika HiBob OverIT Carbyne airSlate Bluebricks Varonis Kayak Qodo Qualcomm Allvue Teads Qualcomm
Milestone AI Chat

Ask your engineering
system anything.

Get trusted answers across AI spend, code, agents, delivery, and ROI, grounded in your actual engineering data.

Analyzing spend, PRs, agents, and delivery signals…
Milestone answer grounded in your data
Cursor spend rose in Platform and Data while throughput and cycle time stayed flat. Payments converts spend into delivery.
Platform ↑42% · =
Data ↑28% · =
Payments ↑12% · ↑31%
AI spend growthspend · delivery
Milestone answer grounded in your data
Payments leads: 46% AI generated contribution, 31% faster PR cycle time, stable review quality.
TeamAI spendPRsCost / PRROI
Payments$38K142$2674.1×
Core$41K118$3472.8×
Platform$52K96$5421.3×
Milestone answer grounded in your data
Agents lifted PR volume 38%. Review time is up 23% in checkout services, the current bottleneck.
AI coding
+38%
volume
→
PRs open
217
this week
→
Review
+23%
wait time
→
Merge
+9%
net gain
Milestone answer grounded in your data
SourcePrint flags 3 risky AI changes this week, driven by review churn and ownership gaps in billing.
Code attribution28,410 lines
Human 38% Cursor 22% Claude Code 18% Copilot 12% Agents 10%
billing/invoice service · high churn, no code owner, 2 rollbacks
Milestone answer grounded in your data
Three moves this week, ranked by expected impact.
01 Add reviewers to checkout services. Owner: Platform lead · High confidence · ~1.8 days cycle time
02 Cap idle Cursor seats in Platform. Owner: Head of AI · High confidence · ~$9K monthly
03 Assign an owner to billing AI changes. Owner: Core lead · Medium confidence · risk reduction
Milestone Intelligence Layer

Everything Milestone measures for you.

Four connected capabilities — AI spend, agents, delivery, and custom KPIs — feeding one shared source of engineering truth.

Control AI spend before it controls you.

Connect tool, model, and agent cost to the engineering outcomes they actually create.

↓18% cost per PR3.2× blended ROI
AI Spend HubQ3 · all teams
Total spend
$284K
Cost / PR
$55 ↓18%
Blended ROI
3.2×
Spend by model
Claude$128K
Codex$96K
Cursor$60K

Govern every agent inside engineering.

See who owns each agent, what it costs, and how it affects delivery quality.

14 governed231 agent PRs
Agent Registry14 governed
claude-refactor@platform · RefactoringGoverned
copilot-review@core · PR reviewGoverned
nightly-migrate@data · MigrationsNeeds owner

Harness AI across your whole dev flow.

Trace AI-written code, models, and MCP through to measured delivery.

94% reviewedcycle 1.9d
AI Harnesstracing live
AI sources
Claude CodeCodexCursor
→
Milestone Harness4 models3 MCP12 skills
→
Measured delivery
231
PRs merged
94%
reviewed

Dashboards composed from a prompt.

Assemble the KPIs your teams track — AI ROI, spend, quality — from plain language.

12 custom KPIstop-25% benchmark
Vibe Metricscustom KPIs
PromptBuild an AI ROI view for Payments↑
AI ROI
3.8× ↑
Cost / PR
$55 ↓18%
AI Spend & Value

AI spend and value,
finally connected.

See where every AI dollar goes, what it produced, and where to scale, limit, or optimize your investment.

↓18% cost per merged PR
41M tokens tracked
AI Spend Hub Q3 202641M tokens
Total AI spend
$284,120 ↑12%
Cost / developer
$412/mo
Blended ROI
3.2×
Spend by tool
Claude$128K
Cursor$96K
Copilot$60K
Spend trend6 mo
Cost per merged PR down 18% this quarter. See attribution →
38% AI assisted work
Checkout Revamp · $18.4K
Feature Spend Sprint 24
Checkout Revamp$18.4K
38% AI assisted · 12 PRsdelivery cost ↓21%
Payments Refactor$12.1K
44% AI assisted · 9 PRson budget
Mobile Onboarding$9.6K
27% AI assisted · 7 PRscost ↓8%
Checkout Revamp used 38% AI assisted work and cut delivery cost 21%.
1.2K agent runs this month58% human · 42% AI
58% human · 42% AI
Human + AI Allocation August
Human 58% AI tools 27% Agents 15%
WorkflowHumanAgent runsAI cost
Code review210 h480$0.9K
Test generation expand AI ↑96 h1.2K$1.4K
Migrations54 h310$2.1K
Test generation is your best next AI expansion. Model the impact →
Claude at 82% of cap
4 active policies
Governance 4 policies
Platform budget88%
$53K of $60K cap
R&D org budget77%
$232K of $300K cap
Auto approve agent runs under $50Active
Review agents above $500 per weekActive
Monthly seat utilization auditScheduled
Claude Code spend approaching 82% of its monthly limit. Review cap →
↓18% cost per merged PR
41M tokens tracked
AI Spend Hub Q3 202641M tokens
Total AI spend
$284,120 ↑12%
Cost / developer
$412/mo
Blended ROI
3.2×
Spend by tool
Claude$128K
Cursor$96K
Copilot$60K
Spend trend6 mo
Cost per merged PR down 18% this quarter. See attribution →
Feature Spend Sprint 24
Checkout Revamp$18.4K
38% AI assisted · 12 PRsdelivery cost ↓21%
Payments Refactor$12.1K
44% AI assisted · 9 PRson budget
Mobile Onboarding$9.6K
27% AI assisted · 7 PRscost ↓8%
Checkout Revamp used 38% AI assisted work and cut delivery cost 21%.
Human + AI Allocation August
Human 58% AI tools 27% Agents 15%
WorkflowHumanAgent runsAI cost
Code review210 h480$0.9K
Test generation expand AI ↑96 h1.2K$1.4K
Migrations54 h310$2.1K
Test generation is your best next AI expansion. Model the impact →
Governance 4 policies
Platform budget88%
$53K of $60K cap
R&D org budget77%
$232K of $300K cap
Auto approve agent runs under $50Active
Review agents above $500 per weekActive
Monthly seat utilization auditScheduled
Claude Code spend approaching 82% of its monthly limit. Review cap →
AI Agents

Govern every agent
in your codebase.

Agents write code, open PRs, and reshape workflows. Milestone gives every one of them an owner, a policy, and a track record.

What & whoAgent Registry

A single catalog of every agent — with its owner, model, and permissions.

Milestone maps unowned agents the moment they touch your code.
Explore Registry →
14 agents · 6 teams · 93% ownedlive
Claudeclaude-refactorRefactoring · @platformGoverned
Copilotcopilot-reviewPR review · @coreGoverned
Cursornightly-migrateMigrations · unownedNo owner
GuardrailsAgent Governance

Policies and approvals that keep autonomous agents safe in production.

Milestone enforces review and spend limits before merge, not after.
Learn Governance →
3 policies active · 0 violations · 7dlive
Human review before agent mergeActive
Cap agent spend above $500 / weekActive
Block agents with no ownerEnforced
Track recordAgent Observability

Traces, success rate, and cost for every agent run you ship.

Milestone proves whether each agent speeds delivery or adds review load.
View Observability →
4 agents tracked · last 7 dayslive
Success
96%
claude-refactor
Cost / run
$0.42
−12% vs avg
Cycle
1.9d
↓ trending
Runs / day7 days
01 / 03
Milestone Insights & Vibe Metrics

From a question to a
decision — in one flow.

Vibe Metrics composes the KPIs your teams care about from plain language. Milestone Insights explains what they mean and what to do next.

1Ask2Compose KPI3Get Insight4Take Action
Ask in plain language
✦Generated by Milestone Insights
confidence high · 6 signals
Observed
Baseline
Evidence
Recommended action
Built in Vibe Metrics · custom KPIs
Milestone MCP Connector

Ask Claude.
Milestone answers.

Ask a business or engineering question in Claude. It queries Milestone through the MCP Connector and returns a grounded, visual answer — no dashboard required.

1
Ask Claude a question in plain language
2
Claude queries Milestone via the MCP Connector
3
Milestone returns a grounded, visual answer

Works in
Claude
Cursor
Copilot
Internal assistants
Connect Milestone →
Claude Claude Milestone MCP
How did our AI investment pay off last quarter?
Claude
Querying Milestone… milestone agent and logo
Your AI investment returned 3.2× last quarter. Payments drove most of the gain; Platform is lagging.
AI ROI by team · Q3
Payments4.1×
Core2.8×
Platform1.3×
✦ Reallocate idle Platform seats to recover ~$9K / month.
Ask about spend, delivery, agents…
What leaders say

Proof, from the
people running it.

“
“Working with Milestone AI gives us new visibility into how AI-driven engineering practices scale, helping us turn innovation into measurable value.”
Kyle Daigle
Kyle Daigle
COO at GitHub
GitHub
“Milestone provides data-driven visibility into how GenAI tools impact our work. It allows our teams to take ownership of performance through real insights, not assumptions.”
Lotem Fridman
Lotem Fridman
AI Engineering Lead at Monday
Monday
“Milestone bridges the gap between AI excitement and ground-level performance, turning GenAI adoption into a measurable operating system for how we build software.”
Adi Roditi
Adi Roditi
VP R&D at Playtika
Playtika
“Milestone provides strategic clarity in our high-stakes environment, offering a clear window into how GenAI tools drive faster delivery and real business outcomes.”
Elad Trachtenberg
Elad Trachtenberg
VP Software Engineering at OverIT
OverIT
“Milestone was the missing piece that connected our decision-makers with the ground, allowing us to understand the real-time impact and ROI of GenAI productivity.”
Noam Fraenkel
Noam Fraenkel
VP R&D at Carbyne
Carbyne
“A game-changer for transparency. Milestone delivers actionable insights directly from our codebase, providing a deep understanding of how GenAI enhances our productivity.”
Idan Yalovich
Idan Yalovich
VP R&D at Bluebricks
Bluebricks
Partnerships and integrations
GitHub Atlassian Qodo AugmentAugment Claude Cursor Copilot Codex Cline Kiro
The platform, end to end

Every product
area, one platform.

One layer · Total clarity

The intelligence layer for
AI native engineering.

See where AI is used, what it costs, how agents behave, and what
to do next.

Built for CTOs · VP Engineering · Heads of AI · Platform leaders · Finance
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