GenAI execution partner for engineering teams

Eliminate 50%
of repetitive work
in 60 days

Deploy GenAI across testing, debugging, and documentation — without disrupting your workflow.

40–60%
of sprint time lost to repetition
60 days
from audit to measurable results
50%↓
reduction in repetitive work

The problem

Engineering teams are wasting
40–60% of their time

Skilled engineers spend hours on tasks a well-configured AI pipeline could handle. That's capacity leaking silently, every sprint.

3.2h
Spent writing repetitive test cases per engineer, per day
47%
Of debugging time spent on issues that recur each sprint
8h/wk
Lost per developer maintaining documentation
$180K
Annual cost per 5-person team from preventable repetition

The solution

How CLIR fixes this

Purpose-built GenAI workflows that integrate with your existing stack. No data science team required.

AI-powered testing

Auto-generate, categorize, and execute test cases — edge cases included. Engineers review results, not write boilerplate.

→ 45% faster test creation

Faster debugging

Pattern-matching AI that surfaces root causes, flags recurring issues, and suggests proven fixes before a human digs in.

→ 40% reduction in debug time

Auto documentation

From code comments to full API docs — generated continuously as your code evolves. Always current, zero manual effort.

→ 60% less documentation effort

The playbook

60 days, structured

A repeatable execution plan — not a pilot that goes nowhere.

01
Days 1–15

Identify waste

Engineering workflow audit. We map every repetitive task, quantify time cost, and prioritize highest-impact areas.

02
Days 16–40

Deploy GenAI workflows

Custom AI pipelines go live across testing, debugging, and documentation. Full integration with your existing stack.

03
Days 41–60

Scale & standardize

We measure impact, train your team, and standardize workflows. You own everything at the end.


Results

Measured outcomes

Every engagement tracked from day one.

45%
Faster test creation
SaaS startup, 12-person team. Authoring time cut from 3.2h to 1.7h per dev per day.
40%
Less debug time
Fintech scale-up. Bug resolution cut from 4.5h to 2.7h per incident on average.
60%
Documentation saved
Enterprise team. Auto-generated docs eliminated 8h/week of manual work per engineer.
2.4×
Sprint velocity
Series A startup. Engineering velocity more than doubled within the 60-day engagement.

Services

What we do

Every engagement scoped to deliver measurable outcomes — not slide decks.

01

GenAI workflow setup

End-to-end design and deployment of AI pipelines tailored to your engineering stack.

02

Productivity audit

A structured 2-week deep dive into where your team's time goes — with a quantified remediation plan.

03

Custom AI integration

Connect GenAI tools to your CI/CD, issue tracker, and codebase without ripping out infrastructure.

04

Team enablement

Hands-on training so your engineers own and extend the AI workflows after the engagement ends.


Why CLIR

Practical. Measurable. Yours.

Not a research project. Built for engineers, by engineers.

Outcomes, not outputs

Success metrics defined on day 1 and reported weekly. If numbers aren't moving, we adjust.

Built for engineering teams

No buzzwords. No theoretical frameworks. Workflows that plug into how your team already works.

Fast to deploy

Battle-tested playbook. First workflows go live within 2 weeks — not 6 months.

You own everything

All code and pipelines transferred to you at the end. Zero vendor lock-in by design.

Stop doing work
that shouldn't exist

The 60-day transformation starts with a single conversation.

Start your 60-day transformation
Get started

Book a free strategy call

Tell us about your team. We'll show you exactly where GenAI saves the most time — in 30 minutes.