Agentic AI · Tool Use · Multi-Step Workflows · Human Approval · Audit Trails

AI Agent Development for Indian Businesses and Enterprises

A chatbot answers questions; an agent gets work done. Stacklyn builds AI agents that read incoming requests, look up information across your systems, take actions through approved tools, and report back — with human approval at the steps that matter and a complete log of what was done and why.

The Real Problem

Where AI agents are genuinely useful — and where they are not yet

Agentic AI is one of the most over-promised categories in software. Agents are reliable when a task has clear inputs, a bounded set of tools, verifiable outcomes, and a human checkpoint before irreversible actions — processing a purchase order, reconciling a statement, preparing a proposal draft, or triaging a support queue. They are unreliable when asked to operate open-endedly across systems with no guardrails. We scope agent projects around that boundary, start with high-volume repetitive work, and measure accuracy against human baselines before expanding autonomy.

Kerala & India

Agents that fit Indian business systems

  • Works with Tally, Zoho, and GST data

    Agents read and prepare data in the formats Indian companies use, including Tally ledgers, Zoho records, and GST files such as GSTR-2B.

  • Human approval before money or compliance moves

    Payments, filings, and customer commitments always pass a named approver, keeping accountability where Indian audit and compliance expect it.

  • Cost-aware model selection

    Agent workloads can make many model calls. We design for token efficiency and model routing so running costs make sense for Indian budgets.

  • Indian cloud regions when required

    Data residency requirements are met by hosting in Indian cloud regions such as Mumbai or Hyderabad where the use case or client policy demands it.

Use Cases

What AI Agent Development Can Do for Your Business

Purchase order and invoice processing

Read incoming POs and invoices, match them to records, flag discrepancies, and prepare entries for approval.

Sales research and proposal drafting

Research a prospect, pull relevant case material and pricing, and draft a tailored proposal for review.

Support ticket triage and resolution

Classify tickets, gather account context, resolve routine requests, and escalate complex ones with a summary.

Finance reconciliation

Match bank statements, payment gateway reports, and ledgers, then list exceptions for the finance team.

Recruitment coordination

Screen applications against criteria, schedule interviews, and keep candidates updated automatically.

Operations reporting

Collect data from multiple systems each morning and produce a written summary with anomalies highlighted.

What We Deliver

What You Get From Stacklyn

01

Task and tool design

Clear definition of agent goals, allowed tools, inputs, outputs, and stop conditions for each workflow.

02

Secure tool integrations

Scoped API connections to CRM, ERP, email, documents, and databases with least-privilege permissions.

03

Human-in-the-loop checkpoints

Approval steps before irreversible actions, with the agent's reasoning and evidence shown to the approver.

04

Evaluation harness

Test suites of real tasks scoring accuracy, completion, and error types before and after every change.

05

Observability and audit logs

Step-by-step traces of every run, tool call, and decision for debugging, compliance, and review.

06

Cost and performance controls

Model routing, caching, rate limits, and budget alerts to keep running costs predictable.

How We Work

From Idea to a Measured, Working System

  1. 1

    Discovery on your real data

    We review sample conversations, documents, or workflows and confirm feasibility before you commit to a build.

  2. 2

    Pilot with measured accuracy

    A working pilot on a slice of real data, scored against an evaluation set agreed with your team.

  3. 3

    Build, integrate, and harden

    Production build with integrations, guardrails, monitoring, and human handover or approval steps.

  4. 4

    Launch, monitor, and improve

    Supervised launch, weekly quality reviews in the first month, and ongoing improvement from real usage.

Technology

Models, Platforms, and Tools We Use

Anthropic Claude (tool use)OpenAI Agents SDKModel Context Protocol (MCP)LangGraphPythonNode.jsPostgreSQLRedis / queue workersVector searchn8n orchestrationAWS / Azure / GCP (Indian regions)
FAQ

AI Agent Development — Frequently Asked Questions

Get Started

Find out what AI Agent Development can do for you.

Share your use case and a few real examples. We will tell you honestly what AI can and cannot do for it, and send a scoped proposal within 48 hours.

Based in Kerala · Serving businesses across India and the Gulf