AI Agent Development

An AI agent does more than chat. It reads an email or PDF, decides what it is, updates your system and asks a person only when it is unsure. We build agents with guardrails, review steps and monitoring.

Discuss your project See our work

Most useful AI in a business is not a chat window. It is a quiet worker: one that turns supplier quotes into structured data, summarises a long customer conversation for your sales team, routes a request to the right person or drafts a reply for review.

We build these agents on Claude and connect them to your real workflow. Each one has a narrow job, access only to what it needs, a person reviewing anything that matters and logs you can read. In our Trripah CRM, an AI parser reads supplier quotes in email, PDF or DOCX and returns a structured itinerary for a person to confirm before it reaches a client.

We are honest about limits. Agents can be wrong, so we design for review, not blind trust, and we measure accuracy on your real documents before you rely on it.

What we build

Document processing

Quotes, invoices, enquiries and forms turned into structured records, with uncertain fields flagged for review.

Sales and support assistants

Conversation summaries, suggested replies and lead scoring for your team.

Workflow agents

Agents that take a multi-step task, such as collecting information, updating a record and notifying someone.

Guardrails and monitoring

Least-privilege access, human approval for sensitive actions, logs and accuracy tracking.

Claude API
Node.js
Spring Boot
PDF/DOCX parsing
MongoDB
Queues and cron jobs

What you get

A scoped agent with one clear job
Prompting, retrieval and tool access designed around your data
Human review and approval steps
Evaluation on your real documents before launch
Logging, monitoring and cost controls
Documentation and a plan to extend

How we work

1
Discover
A call to understand your process, users and goals, and what success looks like.
2
Scope in writing
A written scope, timeline and cost before any build begins, so there are no surprises.
3
Design
Prototypes, data model and architecture you can react to early.
4
Build in short sprints
Each sprint ends in a working demo, with a shared board to see progress at any time.
5
Launch and support
Release, monitoring and support, with documentation so you are never locked in.

Where we've done it

Travel Technology

Trripah CRM Suite

Automated RFQ emails, an AI quote parser, instant client itineraries and Razorpay payments — in one back office.

Travel · AI

Moonlight — AI Trip Planner

Trripah's AI trip planner: chats like a well-travelled friend, plans the itinerary, and hands a ready lead to the sales team.

Industries we build for

What affects the cost

We do not publish a single price, because it would mislead. These are the things that move it. We agree scope and cost in writing before any build starts.

How messy and varied your inputs are
Accuracy required and the cost of a mistake
Number of systems the agent must act on
Volume of items processed
Review workflow and approvals
Model choice and usage cost

Get a scoped estimate

Questions, answered

What is an AI agent?

Software that uses a language model to carry out a multi-step task, such as reading a document, deciding what it is, updating a system and asking a person when unsure.

How accurate are AI agents?

It depends on your documents and the task. We test on your real data, show uncertain results to a person for review and track accuracy after launch.

Is it safe to give an AI agent access to our systems?

Give it only what it needs, require approval for sensitive actions and log everything. We never give agents production access they do not need.

Which AI models do you use?

We choose per task. Our Moonlight chatbot runs on Claude Haiku 4.5, and we pick models by quality, speed and cost.

Do you build AI automation with tools like n8n?

We use no-code tools where they fit and custom code where the workflow is core, high-volume or sensitive. See our guide to choosing.

More services

Tell us what you need

A real person calls you back within one business day. We work with clients across India and worldwide.

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