Services · 06 practices
Software & AIservices, builtdeliberately.
Custom software, AI automation and products, scoped around how your business actually runs. Nothing sold from a template, nothing scoped before it is understood.
What do you need?
Start with
AI & Automation
Put a model where the repetition is - and keep a person where the judgement is.
- AI agents with tool access
- Retrieval over your own documents
- Workflow + trigger automation
Often paired with Data & Integrations.
- Scope
- Fixed and written before any code
- Access
- Direct to the people building it
- Delivery
- Handed over, documented, yours
- Record
- Udyam registered · 5 live client sites
01 · Practices
Six practices, built as one system.
Work that follows a rule still gets done by a person - triaging enquiries, chasing follow-ups, re-keying data between systems.
AI agents and automated workflows wired into the tools a team already uses, with human review kept at the points where judgement actually matters.
Handed over
- AI agents with tool access
- Retrieval over your own documents
- Workflow + trigger automation
- Human-in-the-loop review steps
- Evaluation and guardrails
- LLMs
- AI Agents
- RAG
- Vector DB
- Python
- Node.js
What changes
Repetitive operational work runs without anyone starting it, and the team spends its hours on the decisions instead.
- Internal operations platforms
- Admin and back-office tools
- Role-based access control
- +2 more
- Custom Software details
- Product and marketing front-ends
- Dashboards and customer portals
- Design systems and components
- +2 more
- Web Applications details
- iOS and Android applications
- Offline and sync behaviour
- Push notifications
- +2 more
- Mobile Applications details
- Product scoping and architecture
- Multi-tenant foundations
- Subscriptions and billing
- +2 more
- SaaS & MVP Development details
- REST and webhook APIs
- Third-party integrations
- Data pipelines and sync jobs
- +2 more
- Data & Integrations details
02 · Impact
What actually changes once it ships.
Less manual work
Anything that follows a rule stops needing a person to start it, check it or copy it into the next system.
Someone re-keys it
Faster response
Customers and leads get an answer in seconds, at 2am, on the channel they messaged from.
Answered when noticed
Better conversion
Fewer steps, faster pages and clearer journeys between someone being interested and someone buying.
Friction at every step
More visibility
The numbers that matter come out of the system that holds the work, not out of a monthly export.
Ask three people
Lower operational friction
Tools that ignore each other get connected, so information stops being retyped at every handoff.
Six disconnected tools
03 · Process
Systematic, not improvised.
Stage 01 · Days 1–5
Discover
We sit with the business before we open an editor: how work moves today, where it stalls, who touches it, and what a fix is actually worth. Most projects change shape here - usually getting smaller and sharper.
You receive
- Problem definition
- Workflow map
- Scope and success criteria
- Fixed proposal
04 · Stack
The stack, layer by layer.
Rendered fast, typed end to end, accessible by default.
Select a technology to see where it is used.
05 · Work
Built, tested, in production.
06 · FAQ
Straight answers.
AI & AutomationWill it make things up?
Ungrounded models do. We ground answers in your own data, require citations, and set a confidence threshold below which the system escalates to a person instead of guessing. The escalation path is part of the build, not an afterthought.
Custom SoftwareIs custom always better than off-the-shelf?
No, and we will say so. Accounting, payroll and email are solved problems - buy them. Custom earns its cost where the process is specific to you, or where the workaround has become more expensive than the build.
Web ApplicationsCan you work with our existing design?
Yes. If you have brand guidelines or a design system we build to them. If you have a design that is causing the problem, we will say which parts and why before changing anything.
Mobile ApplicationsNative or cross-platform?
Cross-platform for most business applications - one codebase, two platforms, materially lower cost to maintain. Native when the app depends on heavy device capability or sustained high performance. We make the case either way rather than defaulting.
SaaS & MVP DevelopmentHow long does an MVP take?
It depends entirely on the core loop, which is why scoping comes first and is charged separately if you want it standalone. What we will not do is quote a timeline before we understand what has to be true for the product to work.
Data & IntegrationsWhat if a tool has no API?
There is usually a path - an export, a database connection, a partner endpoint. Where there genuinely is not one, we will tell you plainly rather than building something fragile that breaks on their next update.
Know which of these you need? Or want help deciding?
Describe the problem in your own words. We will tell you which practice it belongs to, what it would take, and whether it is worth building at all.
Or choose how to talk
After you send
- We read itA person reads every enquiry. There is no filter in front of it.
- A reply in one working dayUsually with a question or two about the problem, before anything else.
- A call, then a written proposalIf there is a project here: a written scope, a fixed proposal and a start date.
Recent results
mithun@catalystlabs.co.in · +91 96770 80327 · Chennai, India