qwri is an AI analyst that connects to any system with an API and answers everyday business questions in your language. Behind every answer: live data, automated reports, and dashboards that update themselves.
One AI analyst. Three ways to put it to work.
The conversation surface.
Ask qwri about anything you've connected — sales, stock, customers, margins. Answers come back as numbers, charts, tables, and the why behind the what.
Autonomous monitoring.
Configure alerts in chat — qwri evaluates them on a schedule, flags what changed, and delivers scheduled reports straight to your inbox. No dashboards to build, no queries to maintain.
Live, curated views.
Spaces bring related widgets together — KPIs, charts, breakdowns — with AI-generated insights at the top. Pinned, refreshable, shareable, presentable.
Three steps from setup to autonomous answers. No data migration, no dashboards to learn.
Point qwri at your business systems through their existing APIs. Read-only by default, sandboxed, ready in minutes.
Chat with qwri about anything you've connected — sales, stock, customers, margins. You get numbers, charts, and the why behind the what.
Once qwri knows your business, it works on its own — flagging anomalies, sending scheduled reports, pinning answers to dashboards. You get the answer; the work happens behind the scenes.
Works alongside the systems you already run — any platform that exposes an API.
This would have taken us three weeks to calculate without qwri.
qwri reads from your systems through their existing APIs. We don't replicate your operational data into our database. Every conversation is fully isolated per tenant.
Each tenant's data and conversations are fully isolated. Nothing crosses between organisations — ever.
qwri reads from your APIs to answer questions. Write operations are gated behind explicit user approval.
qwri queries your APIs live — we don't copy your operational data. TLS in transit, encrypted backups at rest.
It started with the same conversation, over and over — customers wanting AI applied practically to their business. Not a chatbot demo, but something that could answer real questions about real numbers.
The first to take it live was a footwear and apparel wholesaler-retailer running qwri on a single domain. The reaction told us we'd built the right thing. Today qwri works for any business on any system that exposes an API.
For businesses getting started with AI analytics.
For teams that need dashboards and deeper insights.
Full platform access with reports and collaboration.
For organisations with specific requirements and multiple locations.
A 30-minute live walk-through with one of your real datasets. No setup required on your side.
We reply within one business day — info@incomati.co.za