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The proof pack

Evidence, not adjectives.

Every claim is a re-runnable simulation.

Seeded runs, a wire tap on every byte, an adversary trying to break it. Here are the numbers.

What your servers cost

Your bill, at your scale.

One interaction is a rounding error. A year of your whole user base is the line your CFO circles in red.

Counts only the per-user compute & inference tier. Your database, storage and auth stay put. AI at flagship list rates.

Annual server spend eliminated
Incumbent cloud
On Hadron

For scale

What companies actually pay.

$545MFigma's AWS commitment over 5 years. It runs entirely on the cloud.
$3.2M/yr37signals paid AWS, now booking $10M saved by leaving.
$3.1BSnap committed to Google Cloud + AWS. These bills scale with users.

The fleet

It stays on your users' devices.

A real interaction mix, re-decided across seven device classes, from iPhone SE to no-GPU laptop.

100%of compute stayed on-device, fleet-weighted
97.5%cost cut at 10K users, and the comparison is stacked against us
$786→$20monthly bill, incumbent vs Hadron, at list rates
0devices left behind. Weak phones routed to workers, never failed

Security you can verify

We tapped the wire.

Not asserted. Intercepted. Every network call counted, under maximum pressure to escape.

0 bytesleft the device across 800 dispatches, with residency on
0requests reached the out-of-region server
0 / 1,300PII markers found on any telemetry surface
100%of forged results caught by the operator's verifier

Residency

Pin a workload to this device or a region. Off-scope hardware is refused as a matter of legality.

Trust

Authoritative work never runs on client silicon. Payments and compliance stay on hardware you control.

Verify

Let the device compute free, then check the answer server-side, far cheaper than recomputing it.

Your choice

One runtime, eight objectives.

Pick what matters. Every routing decision re-ranks around it. Defaults to cost.

Cost · default

Cheapest capable hardware, this device first.

Latency

Lowest time to first result.

Throughput

Biggest capable silicon for the heavy jobs.

Energy

On battery, the frugal rungs run first.

Availability

The most reliable, already-warm rung first.

Carbon

Greenest idle silicon first, no deferral.

Privacy · guarantee

Data stays on-device or in-region. Always.

Precision · guarantee

Critical math never lands on lossy hardware.

Hostile field

Correct anyway.

Real networks drop packets, real servers fall over, and real phones overheat. Hadron keeps returning correct answers, because the user's own device is always the floor: when a server rung fails, the work quietly falls back to the device with no error thrown.

1000 / 1000sorts came back correct while a server was killing 30% of requests mid-flight. Every drop fell back to the device.
200 / 200correct through a complete server outage. The app never went down, because on-device is the floor.
recoverswhen a phone overheats and throttles. Hadron measures the slowdown, re-routes, and returns once it cools.
identical3,000 routing decisions replayed gave the exact same sequence. Auditable, never a black box.
0.02µsto make one routing decision, about 59 million a second. The intelligence costs almost nothing.
7.5Bsmartphones in 2026, plus every WebGPU browser. Compute no hyperscaler can put on your bill.

Sources & method

Simulations are seeded and reproducible (npm run sims); unit suite 749 checks, 11/11. Cloud rates verified July 2026. Anchors: Figma S-1 · 37signals · Snap 10-K · device fleet.

See it run live Back to home
Ayoob AI Ltd · Figures are illustrative at published list rates; your mix will differ. Hadron enables data residency; it does not by itself certify regulatory compliance.