Leanmote
ENES
Sign InContact Sales

For budget owners and engineering leaders

Every AI dollar, explained.

See the return. Raise the return. Leanmote maps your workflows and agent harness into return you can fund, fix, or cut.

Start your free auditWatch 2-min demo
AI RETURN

See the return on every AI dollar.

Cost per outcome, wasted spend, and real impact, net of rework. Fund what pays off, cut what doesn't.

AI Return

Spend, cost per outcome, and recoverable waste across every team and model measured by outcomes.

$3.2Kavg/team/week
$0.23/PR bestClaude Code
$4.2Krecoverable
Spend by tool$16K
42% Claude31% Cursor18% Codex
Impact, net of rework

How AI is affecting quality and speed to business value using best harness engineering practices.

4.1%rework rate
↓ −38%vs. previous period
Rework by LTFC stagelead time
48% code→review34% review→deploy18% deploy→verify
Adoption

How deeply AI is embedded in engineering workflows, per team.

74%of PRs made with AI
↑ +12ppvs. previous period
Delegation vs Collaboration
32% AI Agent68% human+AI
app.leanmote.com/ai-return/roi
LIVE
AI Return — Overview
Cost per outcome · recoverable waste · team breakdown
Q2 2025
Cost by team5 teams
Frontend
$4.1K↑+$0.4K
Platform
$3.7K↑+$0.7K
Backend
$3.3K↓−$0.2K
Data
$2.8K↓−$0.5K
Mobile
$2.4K→$0K
Org-wide trend6 quarters
Q1'24Q2'24Q3'24Q4'24Q1'25Q2'25
✦ Insights

Claude Code delivers best cost-per-PR at $0.23/PR, followed by Cursor at $0.41/PR. Codex has higher spend but fewer review cycles.

Claude Code
$0.23/PR
Cursor
$0.41/PR
Codex
$0.67/PR
Others
$1.1/PR
5 teams · updated every sprint
The Executive Cockpit

Turn engineering from a black box into a value engine

One screen linking allocation, predictability, throughput and capacity — so you can justify every headcount with operational evidence.

$0k

Saved

This quarter

+0%

Velocity

vs last quarter

3.2d

Lead Time

↓ from 4.8d

0%

Capacity

Utilization

Strategic Overview

Q4 Engineering Objectives

● 3 on track● 1 at risk

OKR Progress

Deployment Frequency+18%

4.2/day / 5/day target

Lead Time-12%

3.2 days / 3 days target

Change Failure Rate-22%

8.5% / 10% target

Sprint Predictability+5%

72% / 85% target

Investment Mix

Where engineering time goes

Roadmap
45%(50% target)
Tech Debt
25%(20% target)
Maintenance
20%(20% target)
Unplanned
10%(10% target)

Team Performance

Velocity & predictability by team

High Medium Needs attention
Platform
92%● 88%
Frontend
78%● 72%
Backend
85%● 91%
Mobile
65%● 58%
Data
88%● 82%

Key Insight

Mobile team predictability dropped 15% this sprint. Root cause: 3 unplanned security patches absorbed 28% of capacity.

View analysis
The Knowledge Graph

Don't just see the what — understand the why

Leanmote connects Jira, Git and collaboration signals into one causal model. Spot the exact dependency chain behind every delay, in real time.

LIVE
+2.5h+8h+3h+14h+8h+1.2h72%Frontend90%Web UI85%Platform85%API Gateway92%Backend58%API Endpoint45%CI Pipeline35%Test Suite65%Mobile25%Code Review95%Cursor93%Claude82%Mobile App
Agentic Workflows★ New

From dashboards to decisions

Other tools leave the fixing to you. Leanmote's agentic workflows actively assist in decision-making — routing work, simulating impact, and closing the loop automatically.

Sheldon AI Agent94% confidence

Code Review Bottleneck Detected

David Kim has 7 pending PR reviews blocking 3 team members. Average wait time: 2.3 days.

high impact
Affected teams
FrontendBackend
AI-suggested resolution stepsEst. ~2 hours
  1. 1Redistribute 4 PRs to Sarah Chen (similar domain expertise)
  2. 2Auto-assign future auth-related PRs to expanded reviewer pool
  3. 3Schedule 30-min review sprint for remaining critical PRs

Automated action plans

When a bottleneck is detected, Leanmote generates tailored "recipes" to resolve it — not just alerts.

MCP decision augmentation

Simulate the impact of resource shifts before you make them. See the future before it happens.

Early warnings

AI-driven burnout and silo detection, with agent-led suggestions for redistribution.

20%less manual management overhead with agentic workflows
AI Impact Dashboard

Prove your AI investment with operational evidence

Many teams buy AI coding tools. Few can translate usage into measurable business outcomes. Leanmote establishes the baseline — and tracks every dollar saved.

app.leanmote.com/dashboard
LIVE

AI Impact Dashboard

Last updated: 2 minutes ago

All systems healthy
Annual Savings

$2.4M

+12.5%vs last quarter
Velocity Lift

0%

+6%faster PRs
AI Adoption

0%

+18 seatsactive users
Burnout Risk

LOW

-23%after-hours commits

Benchmarks vs. Elite teams

Based on DORA 2024 dataset
Deployment Frequency
4.2/day5/day Elite target
Lead Time
3.2d< 1d Elite target
Change Failure Rate
8.5%< 15% Elite target
MTTR
2.1h< 1h Elite target

Productivity index

Last 30 days · +48%

You bought the AI.
Now collect the return.

Start your diagnosis
  • Read-only, no workflow changes
  • Connected in under 2 minutes
  • Your patterns in the first session