Automate · AI

AI assistants that actually know your business.

We build chatbots grounded in your own docs, help centre, and product data using retrieval (RAG) — so answers are accurate and cited, not made up. Deployed to your website, WhatsApp, or app, with guardrails, human handoff, and analytics you can audit.

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Capability

AI Chatbots & RAG Assistants

OpenAIAnthropic ClaudeLangChainpgvector
main
cloud-ready
passing

A generic chatbot bolted onto your site guesses. It hallucinates prices, invents policies, and frustrates customers. The fix is retrieval-augmented generation (RAG): the assistant answers only from your approved content — help articles, PDFs, product catalogue, past tickets — and cites where each answer came from.

We build the whole pipeline: we ingest and chunk your content, embed it into a vector store, and wire retrieval into the model so every reply is grounded. We add guardrails (scope limits, refusal on unknown questions, PII handling), a confidence threshold that hands off to a human when the assistant isn't sure, and a review loop so you can correct answers and improve them over time.

The assistant ships where your customers already are — a widget on your site, inside your web or mobile app, or on WhatsApp via the Business API. It can do more than answer: book a call, capture a lead, check an order, or open a support ticket through your existing tools.

You get an analytics view of what people ask, where the assistant deflected work, where it handed off, and which answers need better source content. We run it, monitor quality, and keep the knowledge base fresh — or hand you clean, documented code to run yourself.

What you get

  • RAG pipeline over your docs, help centre, and product data
  • Grounded, cited answers with hallucination guardrails
  • Confidence-based human handoff to your support team
  • Deployment to website widget, app, or WhatsApp Business API
  • Actions: lead capture, booking, order lookup, ticket creation
  • Analytics: top questions, deflection rate, handoff, gaps
  • Content review loop to correct and improve answers
  • Documented code, runbooks, and ongoing quality monitoring

Tech & platforms

OpenAIAnthropic ClaudeLangChainpgvectorPineconeNext.jsPythonPostgresWhatsApp Cloud APIVercel

Why teams pick us

Senior delivery, fewer surprises.

Every ai chatbots & rag assistants engagement runs on the same backbone — a senior squad, weekly reviews, transparent metrics, and a paper trail you can audit.

Senior-only

team

No junior pass-throughs. The people you meet are the people who ship.

24h

response SLA

Project questions get a real answer within one business day, every day.

Code & IP

fully yours

Repos, docs, infra, and credentials transfer to you on day one.

Measurable

outcomes

Every engagement is wired to a measurable business metric, reviewed weekly.

Delivery rhythm

From your content to a grounded assistant, in four phases.

Each phase has a defined output, a written acceptance check, and a review. You always know where the engagement stands — no guesswork, no surprise invoices.

  1. 01
    Phase 1

    Discovery & content audit

    Goals, the questions to answer, the source content, and how we'll measure success.

  2. 02
    Phase 2

    Grounding & guardrails

    RAG pipeline, retrieval, scope limits, PII handling, and evals against real questions.

  3. 03
    Phase 3

    Pilot with real users

    Ship to one channel, watch what people actually ask, and tune the answers.

  4. 04
    Ongoing

    Run & improve

    Monitor deflection and gaps, refresh content, and keep accuracy climbing.

How we work together

Three ways to work with us — pick what fits.

Pick the engagement that fits your stage. Most teams start with a fixed-scope project and graduate into a squad or retainer once the working rhythm is set.

Fixed-scope project

From ₹4L

One-time engagement

Scope it, plan it, ship it. Best when the destination is clear and the timeline is firm.

  • Single signed SOW
  • Weekly demos on real infra
  • 30-day stabilization included
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Most popular

Dedicated squad

From ₹3.2L

per month

An embedded senior squad that becomes part of your roadmap and standups.

  • 2 – 6 senior engineers
  • Your tools, your rituals, your repo
  • Month-to-month, scale up or down
Discuss this model

Strategic retainer

From ₹1.5L

per month

Fractional engineering leadership for ongoing iteration, performance, and ops.

  • Performance & SEO ownership
  • Incident response & on-call
  • Quarterly roadmap reviews
Discuss this model

All engagements include senior squads, weekly demos, your tools, and a 30-day stabilization sprint after launch.

Frequently asked questions

Ready to get started?

Tell us about your business and we'll put together an estimate within one business day.

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