# Shipped work: AI systems in production

> This is the work Mirai Minds has shipped: AI systems built for clients, and platforms we run ourselves. Each case study covers the problem, how the system works, the models and stack behind it, and what changed, with the source of every number. Startup clients are named; enterprise and public-sector clients are anonymised.

Every entry in the table above is a system that exists: live in production, delivered and handed over, in pilot, or a working prototype. The status column says which.

Case studies follow the same order: the problem, what we built, how it works in production, and what we would change. That last part is deliberate. Every system has trade-offs, and knowing them is more useful to you than a clean story.

- [Resin manufacturer (India) — Catalog assistant with photo search for a resin manufacturer](https://www.miraiminds.co/work/resin-catalogue-assistant.md) — Pilot on a 15-product catalog sample
- [Photo Experience — AI photo pipeline for theme-park souvenir photos](https://www.miraiminds.co/work/photo-experience-ai-photo-platform.md) — 18.7 s per generative photo on one A100 (was 60–90 s)
- [iKoMatch: an AI fundraising assistant on WhatsApp and voice](https://www.miraiminds.co/work/ikomatch-ai-fundraising-assistant.md) — 6,717 investor records; each day's matches graded by an LLM judge
- [CallAuditAI: rubric scoring for counseling and sales calls](https://www.miraiminds.co/work/callauditai.md) — Scorecards for an admissions counseling team's recorded calls
- [Ethnic-wear e-commerce brand (India) — Visual product search and cart-recovery calls for an ethnic-wear brand](https://www.miraiminds.co/work/ecommerce-visual-search-and-cart-recovery.md) — Visual search live for store staff since July 2026
- [WhatsApp Agents: our service for AI WhatsApp conversations](https://www.miraiminds.co/work/whatsapp-agents-platform.md) — Runs iKoMatch's founder conversations on WhatsApp
- [AI outbound-calling startup — Outbound AI calling: a Pipecat voice bot and campaign dialer](https://www.miraiminds.co/work/outbound-ai-calling-platform.md) — Live for outbound campaigns
- [Voice Agents: our platform for AI phone agents](https://www.miraiminds.co/work/voice-agents-platform.md) — Live at voice-agents.miraiminds.co
- [Indian public-sector refinery — Engineering drawings to SAP-ready bills of material](https://www.miraiminds.co/work/refinery-drawings-to-sap-bom.md) — Delivered and handed over; every row reviewed before it reaches SAP
- [US logistics software company — Operations chat agent for a US logistics software company](https://www.miraiminds.co/work/logistics-ai-agents.md) — Delivered; every tool call's arguments are checked before it runs
- [Gurbani learning app — Explanation and pronunciation tools for a Gurbani learning app](https://www.miraiminds.co/work/gurbani-learning-ai-tools.md) — Delivered to the app team as an authenticated API
- [Myva.ai and CallPaaS: document chatbots and call-center AI](https://www.miraiminds.co/work/myva-callpaas-support-and-call-centre.md) — Both products built and extended across 2023–2025
- [Rouh: a computer-use agent for the desktop](https://www.miraiminds.co/work/rouh-computer-use-agent.md) — Working desktop prototype, reviewed by the founder

## Frequently asked questions

### How are the numbers in these case studies measured?

Each metric names its source next to it: a benchmark run, a load test, a production log or the client's own records, with the month it was measured. If we could not measure something, we describe the outcome instead of estimating a number.

### Why are some clients anonymised?

Enterprise and public-sector clients often can't be named publicly. We describe them by industry and country instead, and leave out anything that would identify them, such as locations, partner names or document samples.

### Can we speak to a client you worked with?

Where the client agrees, yes. Ask on the first call and we will check who is happy to talk about the project.


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Canonical: https://www.miraiminds.co/work
Last updated: 2026-09-23
Publisher: Mirai Minds LLP, 906 Sarthana Business Hub, Nana Varachha, Surat, Gujarat 395013, India. hello@miraiminds.co