rillbridge

Independent engineering studio

Make your
systems work
together.

Software, data pipelines and practical AI for businesses and the agencies that serve them.

Discuss a project Explore our engineering

Led by Mihir Sharma · Based in India · Built for remote collaboration

Strong foundations. Useful outcomes.

Backend engineering / Data systems / Integrations / Applied AI

01 / Capabilities

From a manual workaround
to a dependable system.

Start with the work that needs to get done. Choose the technology that makes it simpler, clearer and easier to maintain.

01

Software & backend engineering

Python services, APIs and internal tools that turn business rules into maintainable software.

Python · FastAPI · SQL
 02

Data engineering

Ingestion, transformation and quality checks that connect raw data to dependable downstream use.

Apache Beam · Dataflow · BigQuery
 03

Integrations & automation

Connect systems, handle exceptions and make repetitive processes easier to operate.

REST · Event workflows · Airflow
 04

Applied AI

Retrieval and AI-assisted workflows with structured outputs, evaluation and human review.

LangGraph · Retrieval · Python

02 / Engineering, made visible

Don’t just read
about the work.
Try the logic.

A small data-quality workbench shows how we think about real systems: validate inputs, catch duplicates, explain failures and produce a clean output.

Open the engineering lab

Original Rillbridge demo · Synthetic data · Runs in your browser

data-quality / preview01
INPUT RECORDNeeds review
invoice_id   INV-104
amount       840.00
currency     — missing —
VALIDATE → ROUTE
REVIEW QUEUE

A missing currency should be visible.
It shouldn’t disappear into a pipeline.

Inspect the rules

03 / Relevant experience

Technical depth.
A person you can speak to.

Rillbridge is led by Mihir Sharma. These examples come from his professional engineering experience before founding the studio.

01 / Data transformation

Making complex healthcare data usable.

Structured mappings, validation and failure handling across heterogeneous clinical records.

Read the engineering context 02 / Enterprise workflows

Connecting AI to the systems around it.

Retrieval, workflow state and service integration with explicit control over execution.

Read the engineering context

Selected founder experience, described at a high level. These are not presented as Rillbridge client engagements.

04 / How we work

A clear scope.
Visible progress. A useful handover.

  1. 01

    Understand

    Walk through the current workflow, constraints and what a better outcome means.

  2. 02

    Define

    Agree on one useful milestone, the boundaries, deliverables and acceptance checks.

  3. 03

    Build & review

    Work in visible increments, review working software and make trade-offs explicit.

  4. 04

    Verify & hand over

    Check failure cases, document decisions and leave a system your team can operate.

Start at the right size

You don’t need
a huge brief.

A troublesome workflow, a missing integration or a defined piece of a client project is enough to begin a conversation.

A useful place to start

One problem.
One clear next step.

Tell us what’s slowing your team down. We’ll work out whether there’s a focused piece of engineering that can help.

Discuss a project