MergeLoom Cloud or Self-Hosted Ticket-to-Code
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Cost Savings

Cut Routine Ticket Costs By 90%+.

Typical engineering tickets can cost around £100 in developer time. MergeLoom runs similar repeatable work for around £6-£7, with measured run evidence to prove it.

Typical routine ticket

~£100

Average developer time cost

MergeLoom AI run

~£6-£7

Measured cost per ticket

Cost reduction

90%+

Lower cost per ticket

Prove Every Run

Track tokens, execution, validation, and output.

See Real Savings

Measured per ticket, not guessed.

Save Engineering Time

Engineers focus on higher-value decisions.

Lower cost. Clear evidence. Faster delivery.

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AI Coding Gets Expensive When Every Run Starts From Scratch

Without a governed ticket-to-code workflow, spend leaks into retries, rework, failed runs, and reviewer cleanup.

Individual Chats

  • Work starts in private tools.
  • No visibility or reuse.

Repeated Retries

  • The same ticket gets rerun.
  • Wastes tokens and time.

Missing Context

  • Agents rebuild understanding each time.
  • More tokens, more cost.

Failed Runs

  • Broken output burns tokens.
  • Failed runs drive up cost.

Reviewer Cleanup

  • Engineers fix AI output before merge.
  • Adds rework and delays.

No Cost Per Delivered Ticket

  • Spend is visible.
  • Delivery cost is not.
AI Spend Is Not Just Tokens. It Is Retries, Cleanup, And Invisible Delivery Waste

Fragmented Runs

Hidden Waste

Harder ROI Proof

Visualise Your AI Cost Savings

Analytics, workflow rules, integrations, dashboard, and context views show where spend starts and what it returns.

MergeLoom analytics screen showing AI coding outcome and cost reporting
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How MergeLoom Helps You Reduce AI Costs

Quality-Controlled AI Ticket-to-Code

Reduce retries, improve first-pass quality, and turn AI work into governed delivery.

Ticket-to-Code

  • Approved tickets become structured AI runs
  • Less prompt rework and tool switching
  • Measured cost per delivered ticket

Context Engine

  • Injects the right repo and org context
  • Reduces missing context and repeat retries
  • Improves consistency across runs

Quality Agents

  • Checks quality before review
  • Catches issues earlier
  • Reduces rework and reviewer cleanup
Integrates with
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What Can MergeLoom Do?

Start with scoped, repeatable ticket types where governed AI delivery can reduce cost without adding risk.

Routine Bugs

Route small, reproducible defects through a controlled run.

Repeatable Work

Maintenance Tasks

Handle cleanup, config changes, minor upgrades, and repetitive chores.

Predictable Maintenance

Tests And Coverage

Generate missing tests for scoped paths and validate before review.

Quality Uplift

Docs And Comments

Keep READMEs, implementation notes, and technical docs current.

Low Review Burden

Small Refactors

Improve narrow areas without creating oversized PRs.

Controlled Change Size

New Feature Epics

Break approved feature initiatives into governed, reviewable delivery steps.

Structured Delivery
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These Companies Are Doing Ticket-To-Code

Get A Clear Cost Per Outcome.

MergeLoom connects spend to real engineering outcomes so teams can compare which workflows are worth scaling.

Cost Per Ticket Review Output Provider Spend
Run list showing status, provider, cost, token usage, and duration.
Run audit cards showing overall, token, cost, and timing details.

Spend Approval, Not Token Drift

Route spend through approved ticket types, configured workflows, and clear run policies before automation starts.

Cost Per Reviewable Outcome

Connect spend to tickets, branches, validation, PR/MR handoff, and reviewer evidence instead of tokens alone.

Stop Paying For Bad Inputs

Clarity checks block vague work before it burns model spend and produces a low-quality implementation.

Compare Workflows And Providers

See which workflows, ticket types, repositories, and providers produce useful code at a sensible cost.

Deployment & Security

Secure By Design

Cloud or self-hosted, MergeLoom keeps your AI delivery workflow secure. Choose the deployment model your team needs without compromising on data safety, control, or trust.

Cloud Or Self-Hosted Deployment
Your Code And Data Stay Protected
Choose The Setup That Fits Your Team
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LOW RISK. HIGH VALUE.

Get Started Without The Risk.

Start free, book a demo, and explore governed ticket-to-code automation without lock-in. Choose the path that fits your team.

Free To Start Monthly Rolling No Lock-In Contracts Request A Free Demo No Credit Card Required (Self-Hosted)