AI engineering studio · India & UAE

We build the software that runs the slow, expensive parts of your operation.

Then we keep it running. Not a deck, not a pilot — systems in production, with logs, uptime and someone to call.

  • 01Work that takes weeks, done in hours. Billing runs, report packs, data entry, reconciliation — encoded once, run on a schedule.
  • 02Models trained on your data, not the internet's. Forecasting, classification, document understanding, tuned to how your business actually behaves.
  • 03Infrastructure you own. Your cloud, your code, your database. Full handover, no lock-in, no per-seat surprise.

Typical first reply: within one working day.

singhai — deployed systems LIVE
jjm-bill-miterJal Jeevan Mission · O&M billing
55 schemes/run
RUNNING
nestbuilt.inConstruction · site + admin panel
Rajasthan
LIVE
westtreasures.comFit-out contractor · Node + nginx
UAE
LIVE
singhai portalClient portal + admin dashboard
4,820 docs
LIVE
clinicdeskClinic operations · vertical product
v0.4
IN BUILD
4systems live in production
3 wks 4 hrsone client's monthly billing cycle
55+schemes processed per run, zero entry errors
2countries served — India and the UAE

What we build

Eight things we do, in plain words.

Most agencies list technologies. Here is what you actually get, and what it changes on a Monday morning.

AI agents

Software that reads an email, decides what it is, pulls what it needs from your systems and completes the task — handing off to a person when it isn't sure.

Replaces: the inbox someone triages every morning.

LangChainRAGMCPFunction calling

Custom AI / ML model training

We train models on your history — your customers, your defects, your seasonality. Fine-tuned language models where language is the problem, classical ML where it isn't.

You get: the weights, the training code, the evaluation set.

Fine-tuningLoRAXGBoostscikit-learnPyTorch

Data pipelines

Getting data out of portals, scans, spreadsheets and legacy systems, cleaning it, checking it, and landing it somewhere trustworthy — on a schedule, with alerts when it breaks.

Ends: "which spreadsheet is the real one?"

PythonAirbytedbtPlaywrightOCR

Cloud services

Provisioning, deployment and the unglamorous parts: TLS, reverse proxy, process management, backups, staging, monitoring. Set up properly once so it doesn't need heroics later.

Runs on: your account, your billing, your control.

DigitalOceanAWSnginxPM2DockerLet's Encrypt

Automation software

The repetitive path between your tools — CRM to invoice, form to WhatsApp, sheet to ledger — turned into something that runs itself and tells you when it didn't.

Best first project. Fastest payback.

n8nMakeApps ScriptCustom workers

Web & mobile applications

Client portals, admin panels, internal tools and public sites. Fast, accessible, and built so a non-developer can update the content without calling us.

Includes: the admin side, not just the pretty side.

ReactViteNodePHPSQLitePostgres

Data analysis & reporting

One number everyone agrees on, refreshed automatically, delivered where your team already reads — not parked in a dashboard nobody opens.

Answers: what changed this week, and why.

pandasMetabasePower BIForecasting

AI consulting

A short, honest audit: where AI will pay for itself in your operation, where it won't, and what to build first. Often the most useful thing we sell.

Deliverable: a costed, sequenced plan you can act on.

Process auditFeasibilityRoadmapBuild vs buy

Data pipelines · worked examples

This is what a pipeline actually looks like.

Three real patterns from work we've done. Pick a domain, then click any stage to see what happens there and the code that does it.

Custom model training · live demo

Train a model, right here on this page.

This is a real neural network — two layers, trained by gradient descent in your browser, no server involved. Change the data or the architecture and watch the decision boundary move. It is the same loop we run on your data, several orders of magnitude larger.

Training data shapepick one
Real problems are rarely separable by a straight line. That's why the hidden layer exists.
Too few and it can't fit the shape. Too many and it memorises noise.
How big a step to take each pass. High is fast and unstable.
Your data is messier than a textbook's. This is closer to reality.
Epoch0
Loss1.000
Accuracy0.0%

Cloud & automation

Work out whether automating it is worth it.

Move the sliders to match your situation. We've assumed only 70% of the work is genuinely automatable — the rest still needs a person, and any calculator that says otherwise is selling you something.

Salary plus overhead, divided by hours worked.
Most first automation projects land between ₹1L and ₹6L.
Recovered per year
₹4.0 L
Hours returned1,008 hrs
Payback8.9 months
Year-one net₹1.0 L
Automatable share70%

An estimate, not a quote. It ignores the second-order win, which is usually bigger: the work stops depending on one person remembering how it's done.

Selected work

Systems in production.

Real deployments with real users. Where a client's work is confidential, we describe the shape of the problem rather than name them.

Discuss a project
Live · flagship JJM Bill Miter billing automation interface
Automation · Jal Jeevan Mission · O&M billing

JJM Bill Miter

The monthly operations-and-maintenance billing cycle for a government water mission used to take two to three weeks of manual extraction, calculation and document preparation across dozens of schemes. JJM Bill Miter pulls the data from the portal, applies the tariff and penalty rules, and generates the PI, Supply, Pressure and Chlorination documents in departmental format — in under four hours, with a full audit trail from every bill back to the reading that produced it.

PythonPHPSQLiteReportLabClient portal
Visit the live system ↗
Cycle time3 weeks → 4 hrs
Schemes per run55+
Manual entry errors0
Documents per run~220
Live Modern residential construction project
Web application · Construction · Rajasthan

NestBuilt

Public site plus a private admin panel for a premium construction firm: projects and enquiries are managed in-house, leads are tracked from first visit to conversion, and buyers can shortlist properties across sessions without creating an account.

BuiltSite + admin
Lead trackingEnd to end
ReactPHPSQLite
nestbuilt.in ↗
Live Commercial interior fit-out project
Web application · Contracting · UAE

West Treasures General Contracting

A corporate site for a Dubai fit-out and contracting firm established in 2007, deployed on their own cloud server with TLS, process management and automated certificate renewal — so the site stays up without anyone thinking about it.

DeploymentSelf-hosted
Uptime modelPM2 + nginx
Node.jsnginxDigitalOcean
westtreasures.com ↗
In development Clinic reception and scheduling
Vertical product · Healthcare

ClinicDesk

Scheduling, intake and reporting for small clinics and single-speciality practices — with no-show prediction built in, so overbooking is a decision based on your own history rather than a guess.

StatusPilot v0.4
Looking forDesign partners
ReactFastAPIPostgres
Join the pilot →
In development Site operations and planning
Vertical product · Construction

SiteIQ

Progress tracking, material reconciliation and cost-overrun alerts for construction sites — built out of what we learned running software for contractors in two countries.

StatusDesign
Built fromLive client work
ReactNodeMobile-first
Register interest →
Live Operations dashboard with charts
Internal platform · SinghAi.io

Client portal & admin

Our own operations stack: clients log in to see project status, agreements, invoices and deliverables, generated as PDFs on demand. Built the same way we build for clients — because we use it every day.

Used byEvery project
Docs generatedOn demand
ReactPHPjsPDF

How a project runs

Four weeks to something working.

This is a real sequence, so it is numbered. Most projects follow it; larger ones repeat the middle two.

Week 1 · Audit

We watch the work happen

A call, then a walkthrough of the actual process — the spreadsheets, the copy-paste, the person who knows the exception. We come back with what's worth automating and what isn't.

Week 1–2 · Shape

Fixed scope, fixed price

A written scope with a number against it, the stack we'll use and what "done" means. No hourly billing, no scope drift dressed up as discovery.

Week 2–4 · Build

You see it every week

Weekly working demos, not status reports. You catch a wrong assumption in week two instead of week ten. 50% on start, 50% on delivery.

Ongoing · Run

Handover, then support

Code, credentials and documentation transfer to you. We stay on for monitoring and changes if you want us to — and you can leave whenever, with everything working.

Built with

PythonPyTorchscikit-learnReactNode.js FastAPIPHPPostgresSQLiteDocker nginxDigitalOceanAWSLangChainn8n

Tools we build with. Not clients, not partners.

Start here

Tell us what's slow.

You don't need a spec. A description of the process that's costing you time is enough to have a useful first conversation.

Email
hello@singhai.io
First reply
Within one working day
First call
30 minutes, free, no deck
Working with
Institutions, hospitals, contractors and growing companies in India and the UAE
Payment terms
50% to start, 50% on delivery