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InfratoApp
Layers / Inference / Serving / Edge and on-device

Edge and on-device

COMPARE TWO OF THESE →

1 of 23 edge and on-device listings publish a rate we can read. No single SKU is priced by two of them, so there is nothing to compare like for like yet.

Running models on the device — phone, browser, microcontroller or a box in a shop — where the constraint is memory and power rather than throughput.

23 in this category
1 PRICED · SORT AND VIEW BELOW

NARROW BY WHAT THIS CATEGORY ASKS

LICENCE · 7 NOT READ

HARDWARE · 8 NOT READ

MODEL FORMATS · 11 NOT READ

PROVIDERFROMSKUSREAD
Together AIB200-SXM-192GB$11.00/GPU·hr12026-10-26

NO RATE ON RECORD · 22

We have not read a published rate for these. A dash in a price column reads as cheap; this reads as what it is. Some publish nothing, some quote on request, and some we have simply not reached.

nats-serverNVIDIA Triton Inference Serverlitert-lmcactuslemonademtplxSQLite AIreact-native-executorchbrowseraiphoneclawdefradbcosmo-edgehailo_model_zooefficientsam3bigmoeonedgeXybridSSCMAOpenSparXfacexcarwatchshodh-memoryCloudflare Workers AI

ONE RATE PER PROVIDER — ITS CHEAPEST, WITH THE SKU IT IS FOR · A MEDIAN NEEDS EVERY OTHER SELLER’S PRICES, WHICH IS WHY NO VENDOR PUBLISHES ONE · EVERY RATE CARRIES THE PAGE IT WAS READ FROM AND THE DATE

SORTED BY ONE STATED COLUMN · USED BY = LISTED PRODUCTS DEPENDING ON IT, IN THIS DIRECTORY — NOT A POPULARITY FIGURE · NO OVERALL SCORE AND NO RANK COLUMN, BECAUSE BLENDING ADOPTION, STARS AND DOWNLOADS NEEDS WEIGHTS, AND WEIGHTS ARE AN OPINION PRESENTED AS ARITHMETIC

Cite this page

The count and its date sit inside the citation, because “Edge and on-device” without a date is a claim that quietly goes wrong as the category fills.

infratoapp, “Edge and on-device — Inference / Serving”, read 27 October 2026. 23 listed products. https://www.infratoapp.com/layers/inference/edge-inference

No overall score, and no rank column

Blending adoption, stars and downloads needs weights, and weights are an opinion presented as arithmetic — so this table sorts by one stated column at a time and shows which. This view holds no billing column and joins no billing table: a sponsor cannot appear higher, and the signals meter is a row’s own confidence, never a score you can sort on.

Frequently asked

What is in the Edge and on-device category?
23 products in the Inference / Serving layer of the AI stack. Running models on the device — phone, browser, microcontroller or a box in a shop — where the constraint is memory and power rather than throughput. Listed members include nats-server, NVIDIA Triton Inference Server and litert-lm. Every fact on each listing carries the page it was read from and the date it was read.
How are Edge and on-device compared here?
By the 6 attributes this category declares, asked of every member and answered only where a source states it. A product with no answer on record shows a gap rather than a guess, and no blended score is published — weights would be an opinion presented as arithmetic.
nats-server or NVIDIA Triton Inference Server?
Both are listed under Edge and on-device. We publish no verdict between them — we hold no benchmark that would support one. What we do hold is the same attribute sheet for each, side by side with the source behind every value, at /compare/nats-server-vs-nvidia-triton-inference-server.
What does a blank mean on a edge and on-device row?
That nobody has told us, not that the answer is no. A hollow ring is "no answer on record", which is a different state from a recorded no — and the two look different on purpose. A listing with a blank has not failed the question; it has not been read for it.
How often are edge and on-device figures re-read?
Every value carries the date it was read and a link to the page it came from. Prices move fastest and are re-read most often; an attribute read weeks ago says so rather than presenting itself as current. Anything past 21 days is hidden rather than shown stale.
Is this every edge and on-device there is?
No. This is 23 we have read and can cite. A directory that claimed completeness would be making a promise it cannot keep, so the page states its own count instead and says when a category is too thin to shortlist from.
Can a vendor pay to rank higher here?
No. Nothing on this page can be bought: a sponsor cannot enter a table, reorder a row or change a mark, and there is no ranked position for sale. How the site is paid for, and the line each source of money does not cross, is set out under money and independence at /our-data#sec5.