Your AI Return:measured and recovered.

Leanmote reads your workflows and shows what every AI dollar returns, per team. Then we put agents on recovering what's lost to rework, queues and waiting.

Or start from what we see most often:

Trusted by engineering teams at

  • Vita Wallet
  • Pomelo
  • Willdom
  • Holon Software
  • Magneto365
  • Gasolutions
  • Gauss Control
  • Khipu
  • Puntored
  • Outbuild
  • SOC 2® audited
  • Read-only, no workflow changes
  • We process metadata, never source code.

AI Return

See the return on every AI dollar.

Every team placed by cost per outcome × rework. Scale what pays off. Fix what doesn't.

Where each team's AI spend lands

Each bubble is one of your teams
Five teams placed by what an outcome costs and how much comes back as rework. Bubble size is monthly AI spend.what an outcome costs the team →how much comes back ↑FIX THE REWORKTRIM OR CUTSCALE / FUNDOPTIMIZE COSTPlatform Team$182 · 6%Backend Team$228 · 9%Frontend Team$264 · 15%Data Team$391 · 27%QA Team$205 · 19%Every AI dollar here ispaying for do-overs → trimCheap outcomes, little rework → fund this team

Reading it: each bubble is a team · bubble size = its monthly AI spend · position = what that spend is buying

Resolution Agents

Resolution agents. Trained on your workflows.

Your team already generates more with AI. Each agent repairs the piece of your workflow where that speed gets stuck and tokens get wasted.

RESOLUTION

Code Review Agent

Diagnosis

PRs wait days because seniors are the bottleneck.

What it does

  • Reviews every PR with actionable comments
  • Assigns reviewers when the queue concentrates
  • Rescues abandoned or unapproved PRs

AI impact

Review capacity grows at the pace AI generates code.

RESOLUTION

Queue & Unblock Agent

Diagnosis

Work freezes mid-flow for days without a decision.

What it does

  • Follows up with the owner of every frozen item
  • Closes abandoned work, always with confirmation
  • Escalates as a closed question with a deadline

AI impact

Recovers the ROI that evaporates while AI-fast code waits in queues.

RESOLUTION

Rework Agent

Diagnosis

Tickets bounce back after QA, and nobody knows why.

What it does

  • Reads and classifies every bounced ticket by cause
  • Quantifies cost and frequency per cause
  • Derives Definition of Ready rules from your real cases

AI impact

Cuts the silent tax on AI gains: fast code that must be redone.

AI COST

AI Efficiency Agent

Diagnosis

Each delivery costs more than usual: costly unattended runs, prompts carrying too much context, and more agents at once than anyone can review.

What it does

  • Flags unattended runs that cost several times the typical run
  • Sends each owner the fix: standard model, capped turns, a session per task
  • Measures the same sessions again after the change

AI impact

Cuts what each delivery costs in AI without slowing the team down.

AI COST

AI Spend Agent

Diagnosis

Paid AI seats nobody uses, and spend that delivers less than its peers.

What it does

  • Lists the paid seats with no use and what they cost a month
  • Points at spend far above teammates' that delivers less, as a review for the manager
  • Prepares the text to free or reassign each seat

AI impact

Stops paying for AI that returns nothing.

IN THE CATALOG

+7 more agents

  • Deploy Risk
  • Board Hygiene
  • WIP Policy
  • Load Balance
  • AI Adoption
  • AI Attribution
  • AI Quality

CUSTOM BUILT · Your Workflow Agent

Your bottleneck doesn't look like anyone else's.

  • We map your real workflow: tools, states and handoffs
  • We build the agent for the piece that actually blocks you
  • It arrives trained on your data, not on a template

AI impact

The agent your workflow needs, even if it isn't on this list.

Contact us

How it works

From raw signals to finished work, in three stages.

Most tools show you what's wrong. Leanmote puts agents to work on the fix.

Stage 1 · Context Engineering

We map every team and what each one delivers today

Leanmote connects your board, repos and CI/CD and builds the picture everything else depends on: every team mapped with its tools, its AI spend and its current impact: a real baseline, not an industry benchmark.

  • Every team mapped: people, tools and AI spend
  • Current impact baseline per team, metric and project
  • Workflow states corrected, so the metrics are true
See all integrations
Your company

Platform

6 devs$6K/mo AI

GitHubSlack

Frontend

5 devs$5K/mo AI

GitLabJira

Data

4 devs$5K/mo AI

Claude CodeCursor
+50 integrationsMapped in hours. Building this yourself takes months.

Stage 2 · Diagnostics & Insights

The engine reads your flow and finds the patterns

Anomalies, early warnings and bottlenecks, each classified into the pattern that explains it (rework, queues, WIP overload, deploy failures) and priced by delivery value at risk.

  • Early warnings against your own baseline
  • Classified by pattern, team and estimated impact
  • Prioritized by value at risk, not alert volume
Review queue82%$8.2K
Rework51%$5.1K
WIP overload34%$3.4K

Stage 3 · Resolution Agents

Agents execute the fix, trained on your evidence

Every detected pattern has an agent that resolves it, installed calibrated with your signals, boards and thresholds. They execute, escalate what isn't theirs to decide, and log what moved the metric.

  • One agent per pattern, calibrated on your real signals
  • Tiered autonomy: observe → propose → approve → execute
  • Closed loop: recommended vs actioned vs improved
Meet the agents

Tiered autonomy, human in the loop

  1. observe
  2. propose
  3. approve
  4. execute

The impact of AI

One formula. Audited on your own board.

AI impact isn't adoption, seats or vibes. It's what got delivered, minus what had to be redone, over what you paid for it.

Outcome

$68K

delivery value shipped / mo

−

Rework

$17K

redone, bounced, rolled back

Investment

$25K

$16K AI tooling · $9K people-hours reviewing rework

=

Impact of AI

2.0×

return per AI dollar

  • Outcome: value of work delivered
  • Rework: the silent tax on AI gains
  • Investment: AI spend plus the hours your team burns reviewing rework

Security-first architecture

Your code never leaves your infrastructure.

We process metadata, never source code. Agents operate with tiered autonomy: read-only until you say otherwise, and every action they take is logged and reversible.

AICPA SOC for Service Organizations logo

SOC 2® audited by an independent CPA firm.

SOC 2® audited

Independently audited by a licensed CPA firm. Full report available under NDA.

Tiered autonomy, human in the loop

Agents observe → propose → apply with approval → execute. Destructive actions always require confirmation, and every batch has a dry run and rollback.

You bought the AI.Now collect the return.

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