Six kinds of problem, one way of building.
Every build is tailored to the business. Here is what we typically make, and what it replaces.
Custom workflows
Processes that eat hours every week: copying between systems, chasing approvals, preparing the same report again.
An agent-run workflow shaped to your process, with approval steps where a person must decide and a log of everything it does.
Month-end close, quote to order, onboarding a new supplier.
Analysis agents
The answers are in your ledgers, sheets and reports, but getting at them takes someone a day.
An agent your team can ask in plain language. It queries your data read-only, shows its working and names its sources.
Who owes us over ₹2 lakh, and is it getting worse?
Chatbots & assistants
Customers, dealers and staff asking the same questions all day.
Assistants on WhatsApp, your website or internal chat, grounded in your own documents and systems, handing over to a person when it matters.
Order status for dealers, a shop-floor SOP assistant, an internal IT and HR helpdesk.
Document & data intake
Paper, PDFs, emails and photos that someone types in by hand.
Agents that read them, check them against your records, post what is certain and escalate what is not.
Supplier invoices, delivery challans, bank statements.
Integrations agents can use
Systems that do not talk to each other, and AI that cannot safely reach them.
Connectors and MCP servers that give agents narrow, permissioned, logged access to Tally, Zoho, SAP Business One, SQL databases, WhatsApp, email and spreadsheets.
A read-only MCP server over your ledger.
Custom internal products
A tool your team keeps asking for that no off-the-shelf software fits.
A tailored web app or portal, built agent-native: the routine work happens inside it, run by agents, with people approving.
A supplier onboarding portal, a dealer ordering portal, an approvals dashboard.
The agentic toolkit, chosen per problem.
We use whichever of these fits. We prefer direct integrations and MCP wherever they exist, because they are faster and more reliable than an agent operating a screen.
MCP servers
An open standard for connecting AI to your systems. We expose your data and actions to agents through narrow, permissioned tools.
Agent skills
Packaged instructions, templates and scripts that teach an agent your way of doing a repeatable job, loaded only when needed.
Tool calling
The agent chooses from a list of approved actions, such as "look up an order". Your own software runs them, so the AI never touches your systems directly.
Knowledge retrieval
The agent searches your own documents first and answers from what it finds, with the source, instead of guessing.
Approval workflows
The agent does the routine work and pauses for a person to approve anything risky, then carries on.
Chat & messaging channels
WhatsApp, web chat and internal chat, with a clear route to a person. WhatsApp assistants are built for your business and your customers, as Meta's business terms require (not a general-purpose AI). They say they are an AI, only message people who opted in, and hand over to a person on request.
Browser & computer-use agents
For software with no API, an agent can operate the screen like a staff member. Slower and less certain than an integration, so we pilot it first.
Evaluation & guardrails
A test set of your real cases that every change is scored against, plus limits on what the agent may do.
Audit logging
A record of every question, action, decision and approval, so you can see what happened and why.
Starting points for Indian MSMEs.
Businesses of the same type share the same headaches. These are the places we would begin, tailored to how your business actually runs. They are starting points, not boxed products.
Distribution & wholesale
Owner-run distributors of FMCG, pharma and hardware, with field salesmen and thin margins.
- Orders arrive on WhatsApp, voice notes and calls, then get re-keyed
- Chasing outstanding payments by phone
- Scheme and discount calculations
- Batch and expiry tracking
- GST reconciliation and e-way bills
Typically Marg, Busy or Tally, with Excel and WhatsApp.
Reads text, voice and photo orders, matches products and customers, drafts the entry, and flags credit-limit breaches for approval.
Ranks overdue parties from the ledger, sends polite reminders with a payment link, and records promises to pay.
Warns about near-expiry batches and suggests returns or discounts.
Not on the list? Most of our work isn't. Tell us the problem.