AI-powered mandi marketplaces that clear faster
Solution · Market Mandi & Auctions

A digital mandi that clears
faster, fairer, smarter

Connect producers, aggregators and buyers on a single AI-orchestrated auction platform — with computer-vision grading, dynamic price discovery and settlement in one flow.

  • Photo-based produce grading with computer vision
  • Dynamic price discovery from demand, supply & weather signals
  • Multilingual voice agents for low-literacy sellers
  • Full audit trail for regulators and cooperatives

Proof, not placeholders — what we deliver in production

40+

Agentic systems shipped to production

99.95%

Median uptime across live deployments

SOC 2 · NIST · EU AI Act

Governance patterns we deliver against

100%

Experienced talent on every engagement

How we engage · Strategy · Build · Run

How we engage

Strategy, build and run — one accountable team.

Every Daiva engagement covers the full arc: honest strategy up front, senior engineering through the build, and measured operation in production. One team, end to end.

Strategy

Find the right AI bets

  • AI readiness assessment across your operations
  • Use-case mapping ranked by ROI and difficulty
  • An honest go / no-go — including "not yet" when that is the truth
Build

Engineer production systems

  • Agentic systems on the open stack (MCP · A2A)
  • Evaluation suites and guardrails from day one
  • Weekly demos of working software, not status decks
Run

Operate and prove value

  • Deployment, monitoring and audit trails
  • Your team trained to own and extend it
  • Measured outcomes — cost, accuracy, hours saved
The Problem We Solve

The problem we solve

Enterprise AI is stuck in pilot purgatory.

Companies do not fail at AI because the models are weak. They fail on the last mile — integration, evaluation, guardrails, governance. That last mile is all we do.

Pilots that never ship

A demo impressed leadership months ago and still is not touching real workflows. We harden prototypes into systems that survive production traffic, edge cases and audits.

AI that cannot reach your data

A model that cannot read your CRM or write to your ERP is a toy. We build secure MCP integration layers so agents act on your real systems with scoped, logged access.

No governance, no trust

Most agent deployments ship without audit trails or approvals. We design human-in-the-loop, audit logging and evaluation in from day one.

Delivery methodology

A six-step framework, de-risked end-to-end

Every Daiva engagement runs on the same disciplined sequence — fixed milestones, clear deliverables, measurable business value at each stage.

  1. 01

    Readiness Audit

    Deliverable: Two-week diagnostic of data, workflows and systems.

    Business value: Clear go / no-go and ranked ROI opportunities.

  2. 02

    Solution Architecture

    Deliverable: Reference architecture, model & integration plan.

    Business value: A board-ready blueprint with quantified value case.

  3. 03

    Pilot Development

    Deliverable: Working agent or copilot against real data in 4–6 weeks.

    Business value: Proof on your workflows, not a sandbox demo.

  4. 04

    Production Hardening

    Deliverable: Evaluations, guardrails, audit logging and SRE patterns.

    Business value: Safe to ship — survives compliance, scale and edge cases.

  5. 05

    Enterprise Deployment

    Deliverable: Rollout into your VPC / on-prem with change management.

    Business value: Live in production, integrated with your stack.

  6. 06

    Monitoring & Enablement

    Deliverable: Telemetry, retraining and team training for handover.

    Business value: Your team owns and extends the system long-term.

Why Daiva

Why Daiva

Honest answers to "why trust a specialist?"

Experienced talent on every engagement.

The same experienced team stays with your project from discovery to delivery, ensuring seamless execution and high-quality outcomes.

Specialists, not generalists.

Agentic systems and MCP integration are our entire practice — not one line of forty.

You own everything.

Code, models, infrastructure and IP. No lock-in, no licensing traps, full documentation and handover.

Fixed-scope discovery first.

A two-week paid lead sprint produces an architecture, a roadmap and an honest go / no-go.

India build economics, global standards.

Senior AI engineering delivered with clarity, speed and zero communication overhead.

Technology Stack

Technology

Model-agnostic. Production-obsessed.

We pick the right model and stack for your constraints — cost, latency, privacy, compliance — not whatever is trending this quarter.

Models

  • Claude
  • OpenAI GPT
  • Gemini
  • Llama (self-hosted)

Open agent stack

  • MCP (Linux Foundation)
  • A2A Protocol
  • AP2 Payments
  • LangGraph
  • CrewAI

Engineering

  • Python
  • TypeScript
  • Pinecone / pgvector
  • MLflow
  • HuggingFace

Mobile

  • React Native
  • Flutter
  • Swift (iOS)
  • Kotlin (Android)

Cloud

  • AWS
  • GCP
  • Azure
  • Docker
  • Kubernetes
Frequently Asked Questions

FAQ

Questions buyers actually ask.

What does an agentic AI development company do?

We build AI systems that plan, reason and execute multi-step work autonomously — connecting to your CRM, ERP, databases and APIs to complete real workflows with human oversight, rather than just answering questions in a chat window.

How long until we are in production?

A typical engagement: a two-week lead sprint, a four-to-six-week build, and two-to-four weeks of hardening. Production in roughly eight to twelve weeks, depending on integration complexity and compliance.

We already have a pilot that stalled. Can you fix it?

That is our most common engagement. Most pilots stall on missing evaluation, guardrails and integrations — not model quality. We audit what exists, keep what works and engineer the path to production.

What does it cost?

Lead sprints are fixed-price. Builds are scoped after the lead sprint so you are never paying for open-ended exploration. We will give you a straight number after the first call — and tell you if AI is not the right investment for your problem.

How do you handle data security and compliance?

Least-privilege access on every agent action, full audit trails, human-in-the-loop approval on critical paths, and deployment inside your cloud (VPC) or on-premise when required. We design for your compliance regime, not around it.

Free AI Readiness Assessment

Get a free AI Readiness Assessment

A thirty-minute call and a short written assessment: where AI will (and will not) pay off in your operations, and what production actually takes. No pitch deck, no obligation.

Request your assessment