Ask qwri anything about your business data and get the answer in seconds. Then hand over the recurring work — scheduled reports, board-ready Excel, a WhatsApp alert the moment something moves — and it runs without being asked.
No credit card required · Live in minutes on your existing APIs
One AI analyst. Three ways to put it to work.
The conversation surface.
Ask qwri about anything you've connected — sales, customers, margins, cash flow. 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.
The questions you ask every week shouldn’t need asking. Build them once and qwri runs them on schedule — and tells you when something needs you.
Schedule any piece of work — daily, weekly, month-end. qwri pulls the data, does the analysis, and delivers a formatted Excel workbook, CSV or PDF to the people who need it.
Ask qwri from WhatsApp and get a real answer back — the same agent, the same data, on the phone you already carry. Scheduled deliverables land there too.
Describe what matters — margin below a threshold, a customer dropping off, stock running down — and qwri checks it on a schedule, then tells you only when it’s true.
qwri can push results back into your systems, but never silently. Write steps run in approval mode: the exact payload is frozen, sent to a person, and only replayed once approved.
Built from steps you can see and change: API calls, Python transforms, AI analysis, exports, email, WhatsApp, approvals, loops and nested workflows.
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, customers, margins, cash flow. 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.
qwri computes answers from your data rather than letting a language model estimate them — the figures come from real queries and real calculations, and it shows the workings. Automated workflows can include a verification step that independently recomputes a sample of the output and reports the result, including when it couldn’t verify something. It tells you what it doesn’t know instead of filling the gap.
There is no data migration. qwri reads from your systems through the APIs they already expose, so setup is a matter of pointing it at an endpoint and authenticating — not a project. It works with REST and OData sources, discovers what’s available automatically, and also handles Google Analytics and spreadsheet uploads.
Your operational data stays in your systems. qwri queries it when a question is asked rather than copying it into our database. Credentials and any uploaded files are encrypted before they are stored, and each organisation’s data and conversations are isolated from every other — nothing is pooled, compared or benchmarked across customers.
Read-only unless you deliberately configure otherwise. Where a workflow does write back, it runs behind an approval gate: the exact payload is frozen and sent to a person to approve before anything executes, with value limits and anomaly checks in front of it, and every write recorded.
Billing is monthly and you can cancel before the next invoice. Your data was never ours to hold — it stays in your systems — and anything qwri produces comes out in open formats: Excel, CSV and PDF.
What’s on this page. Plans are R1,500, R3,500 and R4,500 per active user per month, and you can start a 7-day trial without a card. Larger or multi-site setups get a quote, but the standard plans are not a starting point for a negotiation.
A 30-minute live walk-through using one of your real datasets. Nothing to set up on your side beforehand.
We reply within one business day — or email info@incomati.co.za directly.