AI development company in Kochi
Enarges Labs builds AI assistants, document search and workflow automation for Kochi businesses,. Every build starts with an evaluation set, so answer quality is measured before launch.
Where AI helps Kochi businesses first
The most useful first projects in Kochi tend to be specific. Typical examples include a shipping agency searching years of bills of lading and correspondence, a hospital group helping staff find policy answers quickly, and a hotel group drafting replies to guest reviews in English and Malayalam for a person to approve.
We start by choosing the workflows where a model earns its cost, and by writing down what a wrong answer would cost. A chatbot that answers a booking question carries a different risk from one that quotes a freight rate, and the design follows from that.
Assistants on your own documents, with permissions intact
Most useful assistants answer from your own files, tickets or database. We index those sources with access controls that mirror your existing permissions, so a staff member only receives answers drawn from documents they are allowed to open. Answers cite their source, and the assistant is tested on whether it admits when the answer is not in the material.
For Indian businesses we can host data in an Indian cloud region where a client needs it. Malayalam, Hindi and English questions can be included in the evaluation set, so the assistant is judged on the language your staff actually use.
Evaluation, cost control and monitoring
A versioned test set and scoring pipeline checks every prompt or model change before it reaches users. Error rates on that set are shown at each sprint demo, and evaluation results are attached to every weekly release. Model routing sends simpler tasks to lower-cost models, with token budgets and per-feature cost reporting, so spend is visible and can be capped.
After launch, traces, latency and quality dashboards show where answers drift, including after a model provider updates its model. Handoff paths are defined in advance for cases an agent should not decide alone, such as refunds, legal wording or medical questions.
Working with a Thrissur team from Kochi
Enquiries get a first reply within 4 hours during IST business hours. A written proposal with architecture, model choice, timeline and a fixed quote for the first phase follows within 48 hours. A clickable prototype that answers real questions from your data follows within 7 days, so answer quality can be judged early.
We visit Kochi for scoping workshops, data review and go-live, and run the rest remotely. Two-week sprints end in a live demo you can test yourself, and changes reach production each week through CI/CD. Data handling is written into the contract with the Digital Personal Data Protection Act, 2023 in mind, and your counsel should confirm your obligations.
What you get
Scoped in the 48-hour proposal.
Use-case scoping
We pick the workflows where a model earns its cost, and write down what a wrong answer would cost you.
RAG knowledge assistant
Retrieval over your documents, tickets or database, with citations, access controls and a clear fallback when the answer is not in the source material.
Tool-using AI agents
Agents that call your APIs and read your systems, and hand off to a person at defined checkpoints rather than running open-ended loops.
Evaluation harness
A versioned test set and scoring pipeline, so every prompt or model change is checked before it reaches users.
Guardrails and safety
Input and output filters, personal data redaction, rate limits and refusal rules tuned to your domain and compliance needs.
Model routing and cost control
Routing between hosted and open-weight models by task, with token budgets, caching and per-feature cost reporting.
Production monitoring
Traces, latency and quality dashboards, with alerts when answer quality drifts after a model update.
Questions from Kochi
Something else? Ask us directly. First reply within 4 hours.
Can you meet us in Kochi?
Yes. We run workshops in Kochi and deliver day-to-day work remotely.
Which AI models do you work with?
We work with the Claude, OpenAI and Gemini APIs, and with open-weight models such as Llama and Mistral that can be hosted in an Indian cloud region. The choice depends on data residency, latency and cost, and the trade-off is set out in the proposal.
How do you stop the assistant making things up?
We cannot promise zero errors. We limit what the assistant may answer, require citations for factual claims, measure error rates on a test set before launch and refuse or hand over anything outside the approved scope.
Is AI automation suitable for a small Kochi business?
Often, if the workflow is clear and repeated. We start with one process, such as enquiry triage or document search, and add steps only after the first one has proved useful.
How much does an AI project cost?
It depends on the number of data sources, the workflows and how strict the evaluation must be. We give a fixed quote within 48 hours of a short scoping call.
Tell us what you need shipped.
Send a short brief. You get a written proposal with scope, stack, timeline and a fixed price within 48 hours.