Source: https://daphnislabs.com/services/loop-engineering

# AI-assisted engineering with human ownership

Bring AI into your existing codebase and delivery workflow.

[Discuss My Project](https://daphnislabs.com/contact?service=loop-engineering) [See Deliverables](https://daphnislabs.com/services/loop-engineering#deliverables)

1.  **Plan**
2.  **Build**
3.  **Review**
4.  **Test**
5.  **Approve**
6.  **Release**

Plan

Build

Review

Test

Approve

Improve

## Relevant technologies

-   ![Claude](https://daphnislabs.com/images/ai-models/claude.svg) Claude
-   OpenAI
-   Git
-   GitHub Actions
-   TypeScript
-   Docker

[All technologies](https://daphnislabs.com/#technologies-we-use)

## What Can We Accelerate?

[Explore AI Services](https://daphnislabs.com/services/ai-development)

-   ### Feature Delivery
    
-   ### Code Modernisation
    
-   ### Testing & QA
    
-   ### Code Review
    
-   ### Release Workflows
    
-   ### Developer Copilots
    

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## What You Actually Get

-   **Delivery Backlog**
-   **Repository Map**
-   **Configured Assistant**
-   **Pull-Request Rules**
-   **Tool Connections**

-   **CI Checks**
-   **Deployment Gates**
-   **Runbooks**
-   **Feedback Log**
-   **Delivery Dashboard**

## A CSV export. Built, checked, reviewed.

9:41 •••

**Export change**

Let account owners export their own invoices.

### Ready for an engineer

export-invoices.diff Permission checks and CSV tests attached.

Awaiting code review · not merged

### Review packet

**Change**

Invoice CSV export

**Access**

Current account only

**Tests**

Permissions + CSV escaping

**Release**

Engineer approval required

Example record

Illustrative animation · Sample scenario

### Read this example

Let account owners export their own invoices.

1.  **A scoped change.** \+ GET /invoices/export + account\_id = session.account + CSV headers + escaped cells _Patch prepared._
2.  **Checks run.** ✓ Other accounts excluded ✓ Formula cells escaped ✓ Empty export handled _Review evidence ready._
3.  **Ready for an engineer.** export-invoices.diff Permission checks and CSV tests attached. _Awaiting code review · not merged._

A specific patch and its checks reach the engineer together.

Scripted illustration using sample information, not a client case study or a live system.

## What Does It Take to Build?

[Get a Custom Estimate](https://daphnislabs.com/contact?service=loop-engineering)

Pilot

Production

Multi-Team

-   ### Pilot
    
    -   One repository
    -   One delivery path
    -   Pilot validation
    
    [Get an Estimate](https://daphnislabs.com/contact?service=loop-engineering)
-   Most popular
    
    ### Production
    
    -   One product
    -   Multiple workflows
    -   Team onboarding
    -   Production rollout
    
    [Discuss My Project](https://daphnislabs.com/contact?service=loop-engineering)
-   ### Multi-Team
    
    -   Multiple products
    -   Cross-team workflows
    -   Role-based access
    -   Shared reporting
    -   Ongoing support
    
    [Talk to Us](https://daphnislabs.com/contact?service=loop-engineering)

02 / 03

**Founded in**

2013

**Projects delivered**

550+

**Client countries**

43+

**Global offices**

3

Engineering teams New Delhi · Dubai · Cyberjaya

Proof [Case studies](https://daphnislabs.com/case-studies)

Stack [Technologies we build with](https://daphnislabs.com/#technologies-we-use)

## FAQs

### What is included?

Planning, repository setup, build assistance, review and test gates, release controls and documentation. The engagement tier determines the scope.

### Can you work with our existing codebase?

Yes. We start with your repository, architecture and conventions, then scope a suitable delivery path.

### Does AI make changes without engineer approval?

AI can prepare implementation changes within agreed boundaries. Engineers review the changes, own final decisions and approve production releases.

### How do you handle code review, testing and security?

Engineer review, lint, type checks and automated tests form the quality gates. Security checks and access boundaries are tailored to your codebase and release requirements.

### Can this integrate with our existing Git and CI/CD workflow?

Yes. We connect the loop to your Git workflow, CI/CD checks and issue systems so engineers can review and release through familiar tools.

### What affects cost and timeline?

Repository complexity, test coverage, integrations, security requirements and team count. We confirm scope and an estimate before implementation.

## What would you like to ship?

Bring a repo or a backlog. We’ll scope the first delivery path.

[Discuss My Project](https://daphnislabs.com/contact?service=loop-engineering) [AI Opportunity Finder](https://daphnislabs.com/ai-opportunity-finder)