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    AI Sprint · Productized Pack

    AI Integration Sprint

    One ML/AI feature integrated into your existing product.

    Fixed price
    ₹3,00,000
    Timeline
    5 weeks
    AMC from
    60k/yr

    What this pack is

    Pick one AI feature that would actually move the needle for your business. We design it, build it, integrate it into your existing product, and measure impact. No vague AI strategy engagements.

    Everyone has an AI initiative on the roadmap. Most of them die in a slide deck. We do the opposite: one specific feature, framed as a measurable business outcome, shipped to production with an A/B test. Examples we've actually built — a smart-routing feature that picks the right rider for an order; an auto-tagging system for product descriptions that cuts data-entry by 70%; a churn-prediction model that flags 15% of customers for proactive outreach; a document-parsing pipeline that extracts invoice fields with 95% accuracy. Week 1 we frame the problem and audit data. Weeks 2–3 we prototype with GPT-4 / Claude / open-source models. Week 4 we integrate into your product. Week 5 we set up A/B test and hand over docs.

    Honest fit check

    Who this pack is for — and who it isn't

    A good fit if

    • SaaS products with a clear feature where AI could materially improve a metric
    • Operations teams drowning in repetitive document/data tasks
    • Customer-facing products that could benefit from personalization or smart automation
    • Teams with existing data (logs, transactions, support tickets) to learn from

    Probably not for you if

    • Companies wanting an 'AI strategy' — that's not a sprint, that's strategy work
    • Bleeding-edge research projects (we use proven techniques, not novel ones)
    • Use cases needing fine-tuned LLMs on proprietary data at scale (different engagement)

    Quick facts

    Price
    ₹3,00,000 (excl. GST)
    Timeline
    5 weeks from kickoff
    Payment
    50% on signing, 50% on delivery
    Post-delivery AMC
    From ₹60,000/year
    Built for
    Indian SMBs
    Delivered by
    Aryavrut, est. 2021
    Week-by-week

    Your 5 weeks, mapped out

    Exactly what happens, week by week. No black box.

    1. 1
      Week 1·

      Problem framing

      Define the metric the feature should move, audit available data, evaluation criteria

    2. 2
      Weeks 2–3·

      Prototype

      Model selection, prompt engineering, evaluation set, iteration to acceptable quality

    3. 3
      Week 4·

      Production integration

      Build into your existing product, error handling, fallbacks, cost monitoring

    4. 4
      Week 5·

      A/B test & handover

      Set up A/B framework, measure baseline, document for your team, AMC contract

    What's included (week-by-week)

    1. 01Week 1: Problem framing + data audit
    2. 02Week 2-3: Model selection + prototype
    3. 03Week 4: Production integration
    4. 04Week 5: A/B test setup + handover
    5. 05Code + docs + monitoring

    What you provide

    • Clear problem statement
    • Access to data + existing codebase
    • 50% advance, 50% on integration
    Deliverables

    What you walk away with at week 5

    Concrete artifacts you can point to. No vague "transformation" — actual stuff that runs in production.

    • One specific AI feature live in production at week 5
    • A/B test framework comparing AI-on vs AI-off, with measurable metric impact
    • Monitoring + cost tracking for ongoing LLM API usage
    • Documentation + handover for your team to iterate independently
    How we compare

    Why teams pick this pack over the alternatives

    Honest comparison. We name the alternatives and tell you when they're the better choice.

    vs. Hire an in-house ML engineer

    Why pick Hire an in-house ML engineer

    Deep ownership, long-term capability

    Why pick this pack

    ₹3L sprint vs. ₹40L+/year hire. Validate the feature works before staffing.

    vs. Use an AI consulting firm

    Why pick Use an AI consulting firm

    Bench of specialists across domains

    Why pick this pack

    One feature shipped vs. a roadmap document. Defined deliverable, fixed price.

    Frequently asked

    AI Sprint — questions we get a lot

    How much does AI Integration Sprint cost?

    +

    AI Integration Sprint is fixed at ₹3,00,000 (₹3,00,000), exclusive of GST. Payment terms: 50% on signing, 50% on delivery.

    How long does AI Integration Sprint take?

    +

    5 weeks from project kickoff. Timelines are calendar weeks and we publish the week-by-week breakdown on the pack page.

    What's included in AI Integration Sprint?

    +

    Week 1: Problem framing + data audit; Week 2-3: Model selection + prototype; Week 4: Production integration; Week 5: A/B test setup + handover; Code + docs + monitoring

    What is the AMC for AI Integration Sprint?

    +

    Annual maintenance contract starts at ₹60,000/year after delivery.

    What does the customer need to provide?

    +

    Clear problem statement; Access to data + existing codebase; 50% advance, 50% on integration

    How we build it

    Tech stack

    Production-grade, modern, well-documented stack. No exotic frameworks no one else can maintain. You can hire any competent engineer to extend this code.

    OpenAI / Anthropic / open-source LLMs (Llama, Mistral)LangChain / LlamaIndexVector DBs (Pinecone, Qdrant, pgvector)Python (FastAPI)Node.js integration layerObservability (LangSmith, Helicone)
    Optional extras

    Common add-ons (price up front, no surprises)

    Most clients pick 0–2 of these. We'll suggest only what you actually need on the discovery call.

    Fine-tuning on your data

    ₹2,00,000

    If general-purpose models don't hit quality bar

    Second AI feature in sequence

    ₹2,50,000

    Discounted from ₹3L since context is loaded

    AI cost-monitoring dashboard

    ₹50,000

    Per-feature cost tracking with alerts

    Ongoing prompt optimization retainer

    ₹25,000/month

    Monthly review + iteration as you collect production data

    Ready to start?

    We reply within 1 business day. We'll either confirm the pack fits, or tell you honestly that it doesn't.