SirenDesk Engineering

Your demo works.We make it hold up in production.

We're a senior engineering team: a CTO with 12+ years, previously at Dream11, and three senior developers. We take AI workflows and real-time platforms past the point where prototypes break.

Book an architecture auditTalk to an engineer

Fixed scope, 10 business days, from $6,000. The fee is credited 100% against your first milestone.

02 · The load arrives

Then real users show up.

5,000+concurrent connections Illustration

At our previous startup, our engineers built and operated the real-time backend for Cash Rummy, a real-money multiplayer card platform that reached 5,000+ concurrent players in production.

Production, previous startup

03 · Where prototypes break

Prototypes fail in predictable places.

  1. Rooms that desync when you add a server.

    State lives on one node, so scaling out breaks the session.

    Out of sync20:04:31 node-b state v1882 != v1891

    Sound familiar?

  2. Requests that take 15 seconds.

    Every model call runs inside the request, one after another.

    Backed up20:04:33 llm.call waiting, 212 requests queued

    Sound familiar?

  3. Reconnects that lose progress.

    Mobile networks drop, and the system treats it as a fresh start.

    State lost20:04:36 socket reconnect, no snapshot, state reset

    Sound familiar?

  4. Work that disappears between steps.

    A low-confidence result goes straight into the record.

    Unchecked20:04:38 extract confidence 0.41, written to record

    Sound familiar?

Trace lines are illustrations, not measurements.Check your own backend in eight questions

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04 · The fix

The same system, built to hold.

  1. State moves to a shared layer, so every server sees the same room.

    In sync
  2. Slow work comes off the request path, and servers scale out.

    Flowing
  3. A reconnect resumes from the last snapshot.

    Resumed
  4. Low-confidence results wait for a person.

    Held for review
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We build our own products. Here's what's running.

Cash Rummy

Production, previous startup

Real-time, real-money multiplayer card platform. 5,000+ concurrent players, private lobbies, Redis-backed state, Unity and React Native clients.

  1. Unity and React Native clients
  2. Socket.io nodes, server owns the state
  3. Redis: shared table state

Read the Cash Rummy case study

LexLayer

Production, early users

Legal-workflow platform: matter workspaces, OCR extraction, explicit state transitions and human review. Used by two practising advocates.

  1. Upload
  2. OCR and extraction
  3. Human review
  4. READY

Read the LexLayer case study

SoapNote

Production, early users

Local-first clinical notes with role-based access and AI Q&A. 8–10 doctors use it. We reached them through an SEO agent we built.

  1. Notes on the device first
  2. Sync
  3. Role-based access
  4. AI Q&A, hosted model

Read the SoapNote case study

SirenScale

Built, not launched

A multi-agent sales assistant with retrieval and confidence-scored escalation to a person. We show it as an architecture sample, openly.

  1. WhatsApp message
  2. Retrieval
  3. Confidence score
  4. Reply, or hand to a person

Read the SirenScale case study

All code is private. We offer code walkthroughs under mutual NDA. On Cash Rummy the server is authoritativeClients send what they want to do. The server decides what happened and tells everyone, so no client can cheat or drift.; the case study explains why.

The people who scope it build it.

No sales layer, no junior bench. A CTO and three senior developers.

Between them, the developers cover backend architecture, Python and FastAPI, Node.js, distributed systems, real-time sync with Socket.io and Redis, and performance.

Small enough to approve. Rigorous enough to trust.

  1. Architecture audit

    Fixed scope, 10 business days, from $6,000. We review your code, infrastructure and traces, then deliver a ranked risk map, a target architecture and a costed milestone plan. You keep it whether or not you hire us.

  2. First milestone

    One bounded outcome with written acceptance criteria, agreed before any code is written.

  3. Build, demo, hand over

    Weekly demos, a written update every day, code in your repository from day one, and a handover pack with runbooks and architecture docs.

Audit prices
OfferDurationPrice
Architecture audit10 business days$6,000 · £4,800 · €5,500
Real-time scaling audit10–12 business days$7,500 · £6,000 · €6,900
Workflow discovery sprint2 weeks$5,000 · £4,000 · €4,600

The fee is credited 100% against your first milestone. Our first three clients get 25% off in exchange for a case study.

See what each audit covers

How production-ready is your backend?

Eight questions, about 90 seconds. You get a readiness score and your top three risks in plain English. Nothing is stored.

Take the readiness check

Tell us what has to work in production.

Send a short description of the system and the deadline. An engineer, not a salesperson, replies within one business day.

Or email us directly at support@sirendesk.com.

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