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Same model, 43 prices: this week in competitive pricing

GLM-5.3 costs between $0.83 and $4.30 a million tokens depending only on which endpoint you pick. The weekly price, spread and outage ledger for the platforms developers actually buy from.

Illustration: Same model, 43 prices: this week in competitive pricing
SLOP TV News chart, built from each platform's own published endpoint rates and status pages, read 8 October 2026.

Updated 8 Oct 2026 · next update 13 Oct 2026

Every price on this page is a list rate, in US dollars per million tokens, read from the platform's own endpoint listing on the date above. Where one model is served by several companies, every one of those endpoints is priced separately here. Nothing on this page is sponsored and no platform paid for placement.

The short version

  • GLM-5.3 is the most contested model on the internet right now. 43 companies serve it, and the cheapest of them charges 5.2 times less than the dearest for the same job: OpenInference at $0.832 against Alibaba at $4.30, per million tokens at a 3:1 input-to-output mix.
  • Widest spread anywhere in the basket: DeepSeek V4 Pro, 9.5x between StreamLake and Reka — but only 15 endpoints serve it, so treat that as a thin market rather than a saving.
  • Cheapest on the whole basket: DigitalOcean, typically 26% under the median endpoint for the same weights, across 6 of the 8 models tracked.
  • Then: StreamLake at 25% under the median and DeepInfra at 16% under.
  • Most expensive name brand: Fireworks runs 50% above the median endpoint across 4 models. You are paying for throughput, support and a dashboard, not for weights.
  • 18 service incidents were posted by these platforms in the last seven days, plus 21 scheduled maintenance windows.
  • Degraded as of 2026-10-08: Cloudflare AI Gateway (Partial System Outage), Novita AI (degraded).
  • 162 price points are tracked on this page, across 49 providers and 8 reference models. The full tables are below the charts.

First edition. This is the baseline. Every number on the page is dated and every price was read from the provider's own listing, so from next Tuesday the week-over-week moves start being measured against today. Come back then for the arrows.

The same model, dozens of prices

This is the part of the market that no pricing page tells you. The model is fixed — same weights, same quantization where we can see it, same day — and the bill is not. The chart sorts every endpoint by what 1M input plus 1M output actually costs at a 3:1 chat mix.

Every provider's price for GLM-5.3, blended at a 3:1 input-to-output mix

The gap is not a rounding difference. OpenInference and Alibaba are selling the same weights 5.2x apart, and the spread is widest exactly where competition is fiercest — GLM-5.3 has more endpoints than anything else in the basket, and the most endpoints means the most disagreement about what the weights are worth. Note what the extremes have in common: the cheapest endpoints are the ones with the least to lose, and the dearest are often the ones with a brand to defend.

Input rate against output rate for the same model

Input price is not the bill

A cheap input rate with a dear output rate is not a cheap model, and several of the endpoints above are priced exactly that way — a headline number that wins the comparison table and an output rate that wins it back. Rank on the blend, and pin the endpoint you actually want, because the gap between endpoints on the same model is larger than any platform fee in this market.

Each provider's typical price against the median endpoint

The reliability ledger

Price is half of it. The other half is whether the endpoint answers. Availability below is the worst monitor on each platform over the period its status page reports — not the average, the worst, because the worst is what your users see.

Uptime and incidents from each platform's own status page

Incidents in the last seven days (18)

Date Platform Impact Incident
2026-10-08 Cloudflare AI Gateway minor Network Performance Issues in Sofia
2026-10-08 Fireworks AI minor Service Degradation for GLM 5.3 Flash
2026-10-08 Fireworks AI minor Service Degradation for GLM 5.3 Flash
2026-10-08 Cloudflare AI Gateway minor Network Performance Issues in Kochi
2026-10-08 Cloudflare AI Gateway none Network Performance Issues in Kochi
2026-10-07 Fireworks AI minor Service Degradation for GLM 5.3
2026-10-07 Fireworks AI minor Service Degradation for Qwen 3.8 Max
2026-10-07 Fireworks AI minor Service Degradation for GLM 5.3 Flash
2026-10-06 Vercel AI Gateway major Vercel Auth login failures for pages with Deployment Protection enabled
2026-10-06 Vercel AI Gateway minor Elevated Sandbox error rates in Paris (cdg1)
2026-10-05 Baseten major DeepSeek v4.1 outage on Model APIs. Dedicated Inference is not affected
2026-10-05 Fireworks AI minor Service Degradation for GLM 5.3
2026-10-05 Fireworks AI minor Service Degradation for Kimi K3 US
2026-10-05 Fireworks AI minor Service Degradation for Qwen 3.8 Max
2026-10-05 Fireworks AI minor Service Degradation for Deepseek V4.1 Flash
2026-10-04 Fireworks AI minor Service Degradation for Deepseek V4.1 Flash
2026-10-02 Fireworks AI minor Service Degradation for GLM 5.3 Fast
2026-10-01 Fireworks AI minor Service Degradation for Deepseek V4.1 Flash

Scheduled maintenance posted in the same window (21)

Maintenance is not an outage, so it is counted separately. It is still the thing that wakes you up if you scheduled a training run.

Date Platform Window
2026-10-08 Cloudflare AI Gateway DUB (Dublin) on 2026-10-09
2026-10-08 Cloudflare AI Gateway DUB (Dublin) on 2026-10-08
2026-10-08 Cloudflare AI Gateway ZRH (Zurich) on 2026-10-12
2026-10-08 Cloudflare AI Gateway ATL (Atlanta) on 2026-10-12
2026-10-08 Cloudflare AI Gateway BOS (Boston) on 2026-10-12
2026-10-07 Cloudflare AI Gateway HKG (Hong Kong) on 2026-10-14
2026-10-07 Cloudflare AI Gateway FCO (Rome) on 2026-10-09
2026-10-07 Cloudflare AI Gateway KEF (Reykjavík) on 2026-10-09
2026-10-07 Cloudflare AI Gateway LUX (Luxembourg City) on 2026-10-12
2026-10-07 Cloudflare AI Gateway PMO (Palermo) on 2026-10-09

What a picture, a second of video and an hour of GPU cost

A token table cannot hold this half of the market. fal, Replicate and Segmind bill per second of video, per image, per thousand characters, or per hour of GPU — so here they are on their own, read from their own pricing pages on the date at the top of this page. Every row below carries the price the vendor publishes; where a vendor has moved a number, the row is marked unverified rather than guessed at.

The same GPU, three platforms, per hour

GPU fal Replicate Segmind
B300 $12.99 — —
H100 $4.50 $5.49 $9.00
B200 $7.99 — —
H200 $6.00 $5.49 —
A100 — $5.04 $4.32
L40S — — $2.66
T4 — $0.81 —
A5000 — — $0.68

That table is the whole argument of this page in four rows: the identical H100 sells for $0 an hour on one platform and more than double that on another, and you are buying the same silicon by the same clock. What you are actually choosing between is the queue, the tooling and the support you get behind it.

Video, by the second (fal)

Prices are per second of generated video.

Model Unit Price What $1 buys
MiniMax H3 Max (text, image or reference to video) per second $0.05 20 second
MiniMax H3 Max Turbo (image to video) per second $0.025 40 second
Kling Video v3 Pro (text to video) per second $0.14 7 second

Images, by the image (fal)

Prices are per generated image.

Model Unit Price What $1 buys
Nano Banana 2 per image $0.08 12 image
Nano Banana Pro per image $0.15 7 image
Nano Banana per image $0.04 25 image

Speech and sound, by the character or the second (fal)

Model Unit Price What $1 buys
ElevenLabs TTS Multilingual v2 per 1,000 characters $0.1 10 1,000 characters
ElevenLabs TTS Turbo v2.5 per 1,000 characters $0.05 20 1,000 characters
ElevenLabs Sound Effects V2 per second $0.002 500 second

Segmind's plans

Segmind is the one platform in this group that publishes a subscription ladder beside its pay-as-you-go rates, which matters if your volume is steady: the credits included in each tier are worth exactly the fee, so you are buying rate limits, storage and support rather than a discount.

Plan Price Monthly credits Limits
Flexible (pay as you go) $10 credit to start 60 requests/min 1 GB storage
Pro $39/mo, $50 monthly credits 120 requests/min 10 GB storage
Business $99/mo, $99 monthly credits 500 requests/min 100 GB storage
Scale $599/mo, $599 monthly credits 1 000 requests/min pooled, 1 TB storage

Free tiers, credits and standing offers

Only offers stated on the platform's own page are listed here, because a discount code that expired last quarter is worse than no code at all. Check the linked page before you plan around any of it.

  • OpenRouter — free tier: 25+ free models from 4 free providers at 50 requests a day, no card. The Standard plan carries a 5.5% platform fee on credit purchases, Business 8%, Enterprise negotiable — so buying credit in larger blocks beats topping up in dribs.
  • Together AI — its pricing page carries a batch column beside the serverless rate, and a cached-input rate on most models, both well under the headline number.
  • Fireworks AI, DeepInfra and Novita AI — postpaid per-token with no minimum; DeepInfra publishes no free tier at all, which is why its rates are the ones the others get measured against.
  • Cloudflare AI Gateway — the gateway layer itself is free to run in front of your existing provider keys, which is the cheapest way to get fallback and logging without changing your bill.
  • Replicate — Wan 3.0 is 30% off this week, per the platform's own pages.
  • The real discount is the endpoint. The spread inside a single model on this page is larger than any platform fee in the market: pinning the cheap endpoint and falling back when it breaks is worth more than any credit promo.

The platforms, and what each one is

  • OpenRouter — the router most teams start on: 500+ models, 80+ providers, pass-through rates plus a 5.5% platform fee on credit purchases on the Standard plan (8% on Business), and a free tier of 25+ free models at 50 requests a day. Its public model endpoint is where the prices on this page come from.
  • Together AI — serverless plus dedicated capacity, a batch column on its pricing page, and a cached-input rate on most models. Premium list rates, deep stack.
  • Fireworks AI — production inference with flat rate ceilings.
  • DeepInfra — the price leader on open weights for most of this year, no free tier, postpaid.
  • Novita AI, Baseten and Modal — GPU-second and dedicated-endpoint shapes alongside per-token.
  • Replicate and fal — per-second compute for image and video models, where per-token pricing does not apply.
  • Cloudflare AI Gateway and Vercel AI Gateway — gateway layers over the same providers, billed at pass-through plus their own fee.
  • Groq and Cerebras — custom silicon, priced for speed rather than for the cheapest token.

How this page is made

  • Prices come from each model's own endpoint listing, which publishes a rate per provider for the same weights. Where a platform also publishes its own price list, we check one against the other: Together's published rate for GLM-5.3 and the rate its endpoint reports agree, which is the check that keeps this page honest.
  • The blend is (3 x input + output) / 4. Input tokens outnumber output tokens roughly 3:1 in ordinary chat and agent traffic; change that ratio and the ranking moves, which is why both columns are printed.
  • Uptime and incidents are read from each platform's own status page, and BetterStack-hosted pages report per-day monitor history while Statuspage-hosted pages report incident names and impact.
  • Prices move without notice. Every figure here carries the date it was read; the page is rebuilt every Tuesday morning and the tables are regenerated, not edited.

The full tables

Every endpoint on every reference model, cheapest first. in and out are US dollars per million tokens; blend is the 3:1 mix. Quantization is as published, and - means the provider does not say.

DeepSeek V4 Pro — 15 endpoints, 10x spread

Endpoint in out blend context quant
StreamLake $0.287 $0.575 $0.359 1024K fp8
GMICloud $0.957 $1.91 $1.20 1048K fp8
Parasail $0.45 $3.48 $1.21 1048K fp8
Relace $0.284 $4.20 $1.26 1048K fp4
DigitalOcean $1.04 $2.09 $1.31 1048K unknown
Cloudflare $1.15 $2.55 $1.50 1048K unknown
DeepInfra $1.30 $2.60 $1.62 1048K fp8
Alibaba $1.42 $2.83 $1.77 1000K fp8
SiliconFlow $1.50 $3.13 $1.91 1048K fp8
Novita $1.60 $3.20 $2.00 1048K fp8
Venice $1.65 $3.30 $2.06 1000K unknown
AtlasCloud $1.68 $3.38 $2.10 1048K fp4
Baidu $1.69 $3.38 $2.11 1048K fp8
Azure $1.91 $3.83 $2.39 1048K unknown
Reka $1.05 $10.50 $3.41 1048K unknown

DeepSeek V4.1 Flash — 31 endpoints, 7x spread

Endpoint in out blend context quant
Decart $0.09 $0.18 $0.113 1048K fp4
Wafer $0.03 $0.4 $0.122 1048K unknown
Sail Research $0.08 $0.4 $0.16 1048K fp4
Morph $0.02 $0.6 $0.165 1048K fp8
DeepInfra $0.14 $0.42 $0.21 1048K fp8
InferenceNet $0.105 $0.6 $0.229 1040K fp8
StreamLake $0.15 $0.6 $0.262 1024K fp8
Alibaba $0.15 $0.6 $0.262 1000K unknown
DeepSeek $0.15 $0.6 $0.262 1048K unknown
OpenInference $0.02 $1.00 $0.265 1048K fp4
Relace $0.016 $1.20 $0.312 1048K unknown
CoreWeave $0.2 $0.65 $0.312 1048K fp8
GMICloud $0.18 $0.72 $0.315 1048K fp8
Ionstream $0.05 $1.15 $0.325 1048K unknown
Novita $0.195 $0.78 $0.341 1048K fp8
Phala $0.21 $0.84 $0.367 1048K unknown
DekaLLM $0.12 $1.20 $0.39 1048K unknown
DigitalOcean $0.225 $0.9 $0.394 1048K unknown
Makora $0.27 $1.15 $0.49 1048K fp8
Crusoe $0.29 $1.20 $0.517 1048K fp8
Baidu $0.3 $1.20 $0.525 1048K fp8
AtlasCloud $0.3 $1.20 $0.525 1048K fp8
BaseTen $0.3 $1.20 $0.525 1048K fp8
Together $0.3 $1.20 $0.525 1048K unknown
SiliconFlow $0.3 $1.20 $0.525 1048K fp8
Modal $0.3 $1.20 $0.525 1048K unknown
BaseTen $0.3 $1.20 $0.525 1048K fp8
Parasail $0.3 $1.20 $0.525 1048K fp8
Fireworks $0.3 $1.20 $0.525 1048K unknown
Venice $0.3 $1.20 $0.525 1000K fp8
Fireworks $0.45 $1.80 $0.788 1048K unknown

gpt-oss-120b — 23 endpoints, 7x spread

Endpoint in out blend context quant
CoreWeave $0.03 $0.17 $0.065 131K fp4
DekaLLM $0.03 $0.18 $0.068 131K bf16
DeepInfra $0.037 $0.17 $0.07 131K bf16
AkashML $0.037 $0.187 $0.074 131K bf16
Crusoe $0.05 $0.25 $0.1 131K bf16
Mancer 2 $0.05 $0.25 $0.1 131K fp8
Novita $0.05 $0.25 $0.1 131K fp4
DigitalOcean $0.06 $0.42 $0.15 128K unknown
Google $0.09 $0.36 $0.158 131K unknown
BaseTen $0.1 $0.5 $0.2 128K fp4
BaseTen $0.1 $0.5 $0.2 128K fp4
Amazon Bedrock $0.15 $0.6 $0.262 131K unknown
Nebius $0.15 $0.6 $0.262 131K fp4
Amazon Bedrock $0.15 $0.6 $0.262 131K unknown
DeepInfra $0.15 $0.6 $0.262 131K bf16
SiliconFlow $0.15 $0.6 $0.262 131K fp8
Phala $0.15 $0.6 $0.262 131K unknown
Together $0.15 $0.6 $0.262 131K unknown
Groq $0.15 $0.6 $0.262 131K unknown
Parasail $0.1 $0.75 $0.263 131K fp4
Mara $0.15 $0.75 $0.3 131K unknown
SambaNova $0.14 $0.95 $0.343 131K unknown
Cerebras $0.35 $0.75 $0.45 131K fp16

Llama 3.3 70B — 11 endpoints, 7x spread

Endpoint in out blend context quant
DeepInfra $0.1 $0.32 $0.155 131K fp8
Novita $0.135 $0.4 $0.201 12K bf16
AkashML $0.2 $0.52 $0.28 131K fp8
Parasail $0.22 $0.5 $0.29 131K fp8
SambaNova $0.45 $0.9 $0.562 131K unknown
Groq $0.59 $0.79 $0.64 131K unknown
CoreWeave $0.71 $0.71 $0.71 128K fp16
Google $0.72 $0.72 $0.72 128K unknown
Google $0.72 $0.72 $0.72 128K unknown
Cloudflare $0.293 $2.25 $0.783 24K fp8
Together $1.04 $1.04 $1.04 131K unknown

GLM-5.3 — 43 endpoints, 5x spread

Endpoint in out blend context quant
OpenInference $0.04 $3.21 $0.832 1048K unknown
Wafer $0.039 $3.39 $0.877 1048K unknown
Wafer $0.17 $3.39 $0.975 1048K unknown
Sail Research $0.2 $3.40 $1.00 1048K fp8
Sail Research $0.2 $3.40 $1.00 1048K fp8
DeepInfra $0.562 $2.50 $1.05 1048K fp4
Novita $0.7 $2.20 $1.07 1048K fp8
Reka $0.14 $4.20 $1.16 1048K unknown
InferenceNet $0.14 $4.40 $1.21 1048K fp4
Makora $0.14 $4.40 $1.21 1048K fp4
AkashML $0.19 $4.40 $1.24 1048K fp8
Phala $0.84 $2.64 $1.29 1048K unknown
Morph $0.476 $3.74 $1.29 1048K fp8
Decart $0.842 $2.65 $1.29 1048K fp4
Inceptron $0.6 $3.39 $1.30 1048K fp4
DigitalOcean $0.91 $2.86 $1.40 1048K unknown
GMICloud $0.98 $3.08 $1.50 1048K fp8
SiliconFlow $1.12 $3.52 $1.72 1048K fp8
Alibaba $1.19 $3.74 $1.83 1000K unknown
Friendli $1.26 $3.96 $1.94 1048K unknown
Io Net $1.25 $4.40 $2.04 262K fp8
Mistral $1.40 $4.40 $2.15 1048K nvfp4
Baidu $1.40 $4.40 $2.15 1048K fp8
BaseTen $1.40 $4.40 $2.15 1048K fp4
Mistral $1.40 $4.40 $2.15 1048K nvfp4
Nebius $1.40 $4.40 $2.15 1024K fp4
Crusoe $1.40 $4.40 $2.15 1048K fp4
PrimeIntellect $1.40 $4.40 $2.15 1048K unknown
Venice $1.40 $4.40 $2.15 1000K unknown
Together $1.40 $4.40 $2.15 1048K unknown
Parasail $1.40 $4.40 $2.15 1048K fp8
Modal $1.40 $4.40 $2.15 1048K unknown
BaseTen $1.40 $4.40 $2.15 1048K fp4
Fireworks $1.40 $4.40 $2.15 1048K unknown
Cloudflare $1.40 $4.40 $2.15 1048K unknown
AtlasCloud $1.40 $4.40 $2.15 1048K fp8
Z.AI $1.40 $4.40 $2.15 1048K fp8
Mistral $1.54 $4.84 $2.37 1048K nvfp4
Relace $0.031 $12.00 $3.02 1048K unknown
Fireworks $2.10 $6.60 $3.23 1048K unknown
BaseTen $2.10 $6.60 $3.23 1048K fp8
BaseTen $2.10 $6.60 $3.23 1048K fp8
Alibaba $2.80 $8.80 $4.30 1000K unknown

Kimi K2.7 Code — 12 endpoints, 3x spread

Endpoint in out blend context quant
StreamLake $0.713 $3.00 $1.28 256K unknown
Inceptron $0.671 $3.35 $1.34 262K int4
CoreWeave $0.71 $3.50 $1.41 262K int4
Venice $0.75 $3.50 $1.44 256K int4
SiliconFlow $0.859 $3.80 $1.59 262K fp8
Novita $0.912 $3.84 $1.64 262K int4
Nebius $0.95 $4.00 $1.71 262K fp4
GMICloud $0.95 $4.00 $1.71 262K fp8
Alibaba $0.95 $4.00 $1.71 262K fp8
Cloudflare $0.95 $4.00 $1.71 262K unknown
Moonshot AI $0.95 $4.00 $1.71 262K int4
Moonshot AI $1.90 $8.00 $3.42 262K int4

Kimi K2.6 — 17 endpoints, 2x spread

Endpoint in out blend context quant
Inceptron $0.465 $2.45 $0.961 262K int4
DigitalOcean $0.57 $2.40 $1.03 262K unknown
StreamLake $0.599 $2.52 $1.08 256K fp8
Chutes $0.5 $2.85 $1.09 262K int4
CoreWeave $0.65 $3.41 $1.34 262K fp4
Crusoe $0.7 $3.50 $1.40 262K bf16
SiliconFlow $0.77 $3.40 $1.43 262K fp8
DeepInfra $0.75 $3.50 $1.44 262K fp4
Venice $0.75 $3.50 $1.44 256K int4
Parasail $0.75 $3.50 $1.44 262K int4
Novita $0.8 $3.40 $1.45 262K unknown
GMICloud $0.855 $3.60 $1.54 262K fp8
Baidu $0.95 $4.00 $1.71 262K fp4
AtlasCloud $0.95 $4.00 $1.71 262K int4
Cloudflare $0.95 $4.00 $1.71 262K unknown
Moonshot AI $0.95 $4.00 $1.71 262K int4
Phala $1.09 $4.60 $1.97 262K unknown

Qwen3.5 397B A17B — 10 endpoints, 2x spread

Endpoint in out blend context quant
Alibaba $0.39 $2.34 $0.877 262K unknown
DeepInfra $0.45 $3.00 $1.09 262K fp8
Parasail $0.5 $3.60 $1.27 262K fp8
DigitalOcean $0.55 $3.50 $1.29 131K unknown
Phala $0.55 $3.50 $1.29 262K unknown
AtlasCloud $0.55 $3.50 $1.29 262K fp8
StreamLake $0.6 $3.60 $1.35 256K unknown
GMICloud $0.6 $3.60 $1.35 262K fp8
Novita $0.6 $3.60 $1.35 262K unknown
Venice $0.75 $4.50 $1.69 128K unknown

Sources

More from SLOP TV News

Sources

  1. openrouter.ai
  2. openrouter.ai
  3. together.ai
  4. fireworks.ai
  5. deepinfra.com
  6. novita.ai
  7. groq.com
  8. cerebras.ai
  9. replicate.com
  10. fal.ai
  11. baseten.co
  12. modal.com
  13. status.fireworks.ai
  14. groqstatus.com
  15. status.cerebras.ai
  16. vercel-status.com
  17. cloudflarestatus.com
  18. status.baseten.co
  19. status.together.ai
  20. status.novita.ai
  21. status.segmind.com
  22. status.requesty.ai
  23. status.nano-gpt.com
  24. status.portkey.ai
  25. status.modal.com