Same models. Same answers. We take a share of what we save you — and nothing at all if we save you nothing.
Most traffic is routine, but it all goes to the strongest model you have. Nobody has time to sort it request by request.
Longer conversations and multi-step agents pay for the same context again and again.
Blunt cost-cutting quietly breaks answers. A wrong reply gets paid for twice — once by you, once by your customer.
We ran identical traffic three ways: untouched, through a blunt one-size-fits-all optimiser, and through Safi. Costs are measured from real usage, not projected.
The blunt optimiser lost on both counts — it saved less, and ten of these forty answers came back wrong and had to be paid for twice. Knowing where not to cut is what makes the rest safe to cut.
| Path | Live run | Replay | Broken answers |
|---|---|---|---|
| Do nothing | baseline | baseline | 0 |
| Blunt optimiser | −26% | −52% | 10 |
| Safi | −44% | −79% | 0 |
| Company type | What it runs on AI | Cost cut | Answers harmed |
|---|---|---|---|
| Consumer app · e-commerce · telco | Arabic or bilingual support chat |
81%
|
0 |
| B2B SaaS | Helpdesk / in-product assistant |
76%
|
0 |
| Sales tech · CRM | Lead qualification · outreach · call summaries |
76%
|
0 |
| Ops · vertical SaaS | Agents & multi-step workflow automation |
75%
|
0 |
| Fintech · legal · logistics · insurance | Document processing — KYC, invoices, contracts |
75%
|
0 |
| Marketing · media · e-commerce | Content generation & Arabic localisation |
71%
|
0 |
| Any company with internal docs | Knowledge assistant — policies, runbooks, HR |
71%
|
0 |
| Ed-tech | Tutoring chat · grading · content |
62%
|
0 |
Everything above works on any workload, in any language. Arabic is where we go further — because it is priced worse to begin with. One Arabic word can cost what several English words cost, and the multiple changes depending on where the request lands. We know where it lands cheapest, in Gulf, Egyptian, Levantine and Modern Standard alike.
That's our job. You send a sample of traffic, we come back with a number and the risk attached to it. If you like the number, we run it.
A slice of your traffic. Read-only, no integration, nothing switched on.
We profile the workload and build a plan sized to it — including the cuts we refuse to make on your behalf. You get the number and the risk, not a homework assignment.
One line of config and it's live. Quality is checked continuously; anything that fails the gate is reversed.
You keep paying your provider directly. We invoice a share of the savings we can prove — agreed with you before anything goes live, and sized to your volume and workload.
See your number first| Setup & integration | $0 |
| Monthly platform fee | $0 |
| Seats & minimums | None |
| Our fee | A share of proven savings |
| A month with no savings | No invoice |
Every invoice arrives with the usage it was calculated from, so you can re-derive the number yourself.
Savings attached to a response that fails your quality gate are struck off the bill. We don't get paid for a worse answer.
No term, no notice period, no exit fee. The audit alone is worth having.
Measured against your own pre-Safi baseline at published provider rates, with the underlying usage shared alongside the invoice.
Whatever your workload can safely afford — and nothing you haven't approved. You see the projected saving and the risk on each change before it goes live, and can reverse any of it.
Changes ship behind a quality gate, and anything that fails it is rolled back and removed from your bill.
They don't have to. Analysis can run where your data already lives, with sensitive fields removed before anything is read.
No — the benchmark profiles above are mostly English workloads and they cut 62–76%. Arabic is upside on top: it is priced worse to begin with, and that 2.4× gap is a cut almost nobody has taken yet.
The major international providers, the big clouds, self-hosted models, and Arabic-native models most tools ignore.
Send a traffic sample, get your number, the risk behind it, and a straight answer on whether we're worth it. Private beta — a few design partners at a time.
صافي means clear and pure — and it's the word on the bottom line of an invoice: net.