Interactive three dimensional sketch of an XKIT system: six paper screens around a marker core. Drag to rotate, tap to open.

We engineerAI-firstsoftware.

An AI-first software engineering studio. Custom software, production AI agents, business automation and SaaS platforms, scoped, built and shipped end to end.

  • 23

    products shipped

  • 05

    core capabilities

  • < 24h

    reply time

  • 100%

    code ownership

scroll to enter

Bengaluru / remote

What we offer

AI-first software.
Engineered end to end.

Custom software, production AI agents, business automation, SaaS engineering and end-to-end delivery. Tell us the problem and we scope the smallest system that proves it.

AI first / product always

An agent only matters if the product around it works. We scope both as one system.

Tell us what you need
01AI engineering

Agents with a real job.

Agents, retrieval and automation that do the work, not a demo. Built with evaluations, guardrails and a human in the loop where it matters.

  • AI agents and copilots
  • Retrieval over private knowledge
  • Business process automation
  • Evals, guardrails and handoff

AI that survives production.

02Product engineering

The product around the AI.

Custom software, SaaS platforms and the integrations that make them useful. We design the surface, build the backend and hand over code your team can keep shipping.

  • Custom software and internal tools
  • SaaS platforms, roles and billing
  • Web, mobile and design systems
  • Cloud, CI/CD and observability

A product, not a prototype.

The full menu

Every way we can help.

Tap a track, then pick the piece you need. Everything below ships as part of one system.

Production AI, not demos. Agents that read your systems, take real actions and hand back to a person at the right moment.

Agentic workflowsTool useHuman handoff

AI agents

Agents that read your tools and data, take actions and escalate to a person when the call matters. Scoped to a job, not a chat window.

→ Work that runs without you.

WorkflowsIntegrationsAudit trail

Business automation

The repetitive work between your systems: quotes, tickets, reports, onboarding. Automated with an audit trail, not a fragile script.

→ Hours back every week.

RAGVector searchPermissions

Data and retrieval

Private knowledge made usable: ingestion, retrieval, permissions and answers that cite where they came from.

→ Answers you can trust.

EvalsGuardrailsTracing

Evaluation and AI ops

Eval sets, guardrails, tracing and cost control, so a model or prompt change is a measured decision rather than a gamble.

→ AI that survives production.

Not sure which one? Describe the problem in plain language. We will tell you what to build, what not to build, and what it should cost.

See how an idea becomes a product

Delivered work

Work that we delivered.

23 delivered builds across AI, CRM, HRMS, cross-platform apps and bespoke development. Shipped products, not concept shots.

23

delivered builds / 05 categories

Add yours

pinned to the wall — shipped and running

Analytics AIAnalytics

Live — shipped product

Ask the warehouse a question in plain language and get a chart, the SQL behind it and a link you can send on.

Next.jsTypeScriptPython
Snowflake AgentData agent

Live — shipped product

An agent that explores Snowflake schemas, writes scoped SQL and explains both the answer and the path it took.

PythonSnowflakeLLM
Schema IntelData infrastructure

Live — internal tool

Schema, lineage and relationship mapping for warehouses nobody has documented in years.

PythonPostgresGraph
PostgreSQL KBKnowledge AI

Live — shipped product

A private knowledge base over Postgres that answers with citations instead of guesses.

PostgrespgvectorRAG
Operyx AIOperations AI

Live — shipped product

An operations copilot that watches queues, flags what is stuck and drafts the next action.

Next.jsPythonLLM
KnowledgeHub AIEnterprise AI

Live — shipped product

One searchable home for policies, playbooks and past projects, with permissions that match the org.

Next.jsRAGPostgres
Northstar CRMSales CRM

Deal desk — daily use

Pipeline, activity and follow-up in one place, with automations that move a deal when the work actually happens.

Next.jsPostgresStripe
Helio CRMSupport CRM

< 2h — first reply

Ticketing and customer history that reads like a conversation instead of a database dump.

Next.jsPostgresEmail
PeopleDesk HRMSPeople ops

One record — per employee

Attendance, leave, payroll inputs and documents for a growing team, on one employee record.

Next.jsPostgresPDF
TalentGrid HRMSRecruiting HRMS

Hire → onboard — one flow

Hiring pipeline to onboarding: requisitions, interviews, offers and the first-day checklist.

Next.jsPostgresCalendar API
Rubic — B2B SaaS product preview
RubicB2B SaaS

Multi-tenant — from day one

A multi-tenant workspace for B2B teams: roles, billing and a shared surface that stays fast as accounts grow.

Next.jsReact NativePostgres
Niwas Nest — PropTech product preview
Niwas NestPropTech

Web + mobile — one product

Property discovery and enquiry for buyers, brokers and builders, on web and mobile.

Next.jsReact NativePostgres
Hi MenuHospitality

QR → table — in one scan

Digital menus and QR ordering for restaurants, with live availability and a kitchen view.

Next.jsPWAPostgres
DOU compta — Accounting product preview
DOU comptaAccounting

Ledger — always current

A bookkeeping companion: invoices, receipts and a clean ledger that exports to the accountant.

React NativeNext.jsPostgres
Clinic Connect — Healthtech product preview
Clinic ConnectHealthtech

No-shows — down

Appointments, patient records and reminders for small clinics that run on paper.

Next.jsReact NativePostgres
Claapo — Social product preview
ClaapoSocial

Feed → ticket — one flow

Event discovery and ticketing with a feed people actually open.

React NativeNext.jsPostgres
Citizen ForgeCivic tech

Case trail — public

Report, track and resolve civic issues with a public map and a case trail.

Next.jsReact NativePostgres
BeyondTrustPrivileged access

Every action — traceable

Access reviews and session oversight for teams where every admin action has to be accounted for.

Next.jsPostgresSSO
Automation AnywhereRPA operations

100s — bots watched

Bot estate visibility: what ran, what failed and which handoffs still need a person.

Next.jsPythonPostgres

More shipped work across clinics, video infrastructure, education and enterprise automation.

AI-firstforthepartafterthedemo.

We stay for the part after launch: evaluations, monitoring, iteration and the next feature. AI only earns its place when it keeps running.

Reviews

What it was actually like.

Notes from people who lived through the build. Specific, unpolished and published with their permission.

4.998%100%

No star widgets. Names shortened where a client asked.

The handover was unusually calm. Environments, docs and a walkthrough; our own team shipped a feature in the first week without calling anyone.
ASAnanya S.CTO, B2B SaaSRubic
They spent a day watching how our team actually worked before proposing anything. The tool replaced four spreadsheets, and people used it without a training session.
RMRohit M.Head of operationsInternal ops tool
AI features can feel like a demo trick. They built the evaluation set with us and showed us what the model should refuse. That changed how we thought about the product.
SKSneha K.Founder, learning platformCruxBit
Clear updates, no theatre. When a date moved, we heard a week early, with the trade-off laid out. That is rarer than the code.
VTVikram T.Product lead, marketplaceClaapo

The common thread is not a stack or a sector. It is being told the truth early, and having someone still there after launch.

Start your own note

Idea to production

From a rough idea
to a running product.

Five stages from first agent prototype to a product running in production. You always know what is being built, what it costs and what happens next.

01 / Discover

We map the problem, the users and the constraints, then tell you honestly whether the thing should be built and whether AI is actually the right tool. You leave with a brief and a decision.

Deliverable
Brief, risk map and success metrics.
You leave with
A clear go / no-go.
Start at discover
Live pipeline01 / 05
Drag to orbit / click a stage
IdeaArchitectureProductionIteration

Contact

Let's build the thing.

Tell us what you are building — an agent, a platform, an automation — or book a call and talk it through. Either way, you leave with a clear next step and a straight answer.

Talk to the team

Email the team

Email us a time that works. We will walk through the idea and leave you with honest advice on scope, stack and timeline.

  • A 30-minute conversation, not a pitch deck
  • Clear next steps and a quote if it fits
  • No obligation, no follow up spam
Email the team

Opens your email app / reply within 24h

Or send a brief

Tell us what you need

reply within 24h
A few lines is enough0 / 5000

No spam / no sales sequence

Care & questions

We don't ship
and disappear.

Launch is the start of the part that matters. Every build leaves with a handover, a named person to call and a support window that is agreed before the invoice.

  • A named person on the threadNot a ticket queue. The person who built it is reachable.
  • A response window agreed up frontYou know what urgent means and when you will hear back.
  • A monthly health reviewPerformance, dependencies and the next thing worth fixing.
human on callreply window agreed up frontBengaluru / remote

The things people ask

Straight answers before you get on a call.

How quickly can you start?

Most projects can start within one week of a scoping call. Smaller builds, like a landing page or a focused AI feature, sometimes start sooner.

What does a project cost?

A polished marketing site typically starts around ₹75,000. Production web apps, mobile products and AI systems are quoted after a 30-minute scoping call, because the honest answer depends on scope. You get a fixed price before work begins.

Can you take over an existing product?

Yes. About a third of our work is extending, modernising or rescuing existing products. We start with a short audit so you know what is worth keeping before you commit to a rebuild.

Who owns the code and the IP?

You do. Source code, documentation and infrastructure are handed over with full ownership. We keep no lock-in on your product.

How do you stop AI features from failing in production?

We treat evaluation as part of the product. Agents get grounded retrieval, clear guardrails, fallback paths and an evaluation set that runs whenever a model or prompt changes.

Do you only build AI products?

No. AI-first is how we think, not the only thing we ship. Plenty of our work is custom software, SaaS and internal tools with no model involved. When AI does belong in the product, it is designed with evaluation, guardrails and a human fallback from the start.

Do you work with teams outside India?

Yes. We work remotely with teams across the US, UK, Europe and the Middle East, and keep overlap hours that make decisions possible without a daily 3am call.

Do you support the product after launch?

Yes. Every launch includes a handover and a support window. After that, monthly retainers cover monitoring, fixes, upgrades and new features, or you can run it in-house with our documentation.

Still unsure? Ask us directly