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Gemma 4 31B

Gemma 4 31B is served by 19 companies at prices ranging from $0.10 to $0.75 per million input tokens, a 7.5× difference for identical weights.

cheapest host · CoreWeave
$0.10
price spread across hosts
7.5×
companies serving it
19
intelligence index
4.4

Is it worth it?

Beaten on both axes. GLM 5.3 Flash scores 27.8 against 4.4 and costs 1.3× less for the same work.

It beats GLM 5.2, DeepSeek V4.1 Flash at the same quality band, for more money.

Every host, compared

The same weights, priced and configured differently by 19 companies. Precision matters: 4-bit builds measurably degrade output and cost the same.

Host$/1M in$/1M outCachedContextPrecisionUptime
CoreWeavecheapest$0.100$0.340$0.100262Kfp4100%
Venice$0.120$0.360$0.090256Kfp499.8%
Chutes$0.120$0.370$0.012131Kfp499.9%
DeepInfra$0.135$0.510$0.075262Kfp499.7%
DekaLLM$0.140$0.400$0.050262Kunknown95.7%
Crusoe$0.140$0.400$0.140262Kbf16100%
Friendli$0.140$0.400n/a262Kunknown100%
Novita$0.140$0.400n/a262Kbf1687.4%
NextBit$0.150$0.400$0.060262Kfp499.9%
Parasail$0.150$0.400$0.060262Kfp899.9%
DeepInfra$0.160$0.320n/a262Kfp8100%
DeepInfra$0.200$0.400n/a262Kfp8100%
DeepInfra$0.300$0.600n/a262Kfp899.2%
Modal$0.340$0.100$0.100131Kunknown99.4%
Io Net$0.361$1.09$0.181262Kunknown93.1%
SambaNova$0.380$1.15n/a131Kunknown98%
PrimeIntellect$0.400$0.670$0.200262Kfp499.3%
ModelRun$0.750$1.00$0.200262Kfp4100%
SiliconFlow$0.750$1.00$0.250262Kfp896.5%

7 of 19 hosts serve this model at 4-bit precision (CoreWeave, Venice, Chutes, DeepInfra, NextBit, PrimeIntellect, ModelRun), at the same price as full-precision hosts. See why this matters.

What it costs to run

Marketing emails
$0.200
per 1,000 · short brief in, one email out
Support replies
$0.300
per 1,000 · ticket plus help-centre context
Lead enrichment
$0.360
per 1,000 · company page in, fields out
Long-form drafts
$0.840
per 1,000 · outline in, full draft out
Questions on docs
$3.16
per 1,000 · one large document, many questions
Agent / tool loop
$2.57
per 1,000 · long context reused each step

Priced on the median host. Change the workload on the leaderboard to see how the ranking moves.

Specification

Context, most hosts
262K · 393 pages
Context range across hosts
131K to 262K
Max output
16K
Cache discount
not published
Input types
image, text, video
Tool use
supported
Reasoning
optional
Arena Elo
n/a
Agentic Elo
n/a
AA Intelligence
4.4

Other models with the same host spread

Host pricing and precision read live from OpenRouter’s endpoint API, compiled 9 November 2026. Free to quote with attribution. See all findings.