VoidSource Media Cost IndexRoutes and subscriptions checked Jun 22, 2026–Sep 4, 2026 · Quality ratings Sep 4, 2026

What AI video actually costs.

Video tools price by second, clip, credit wallet, subscription tier, and sometimes by route. This hub normalizes the moving parts into comparable prices, then pairs them with quality signals so the cheap option and the useful option are not confused. For agents and automated filmmaking, price is only half the question; the sweet spot is a route that is both cheap and callable without a human in the loop, so metered API routes and human-first credit plans stay separate here.

The short answer

Across all 643 tracked USD metered video API routes in this comparison, a 10-second clip currently ranges from $0.05 (P-Video via Replicate) to $20.80 (Seedance 2.5 via OpenRouter). The table below previews the cheapest rows; credit subscriptions can beat API pricing at high utilization, but at the default 40% usage assumption, unused credits make the sticker rate materially too low.

16
pricing sources
880
comparable route prices
$0.005-$2.08
USD per-second API range
165
credit plans decoded

The verdict

Gemini Omni Flash is the highest-rated video model right now.

Best value (top quality at each price point): P-Video, Seedance V1.5 Pro, Grok Imagine Video 720p, Veo 3.1 Fast Audio. Best open-weights: Kandinsky 5.0 T2V Pro.

01

Where the sweet spots are

The short answers, before the evidence. Each verdict is derived from the prices and quality ratings below, and each links to the section that backs it. Where no public quality rating exists, we say so instead of pretending.

PrototypingCheapest current-gen drafts?
Seedance 2.0 Minino public Elo

$0.036/s480p first-party (ModelArk) · $0.076/s at 720p

The cheapest current-generation ByteDance route we track. No arena has rated it yet, so there is no quality signal to set against the price — cheap here means cheap, not proven.

See the route board
BalancedBest quality per dollar?
Grok Imagine (720p)Arena Elo 1344–1415

$0.07/s720p via fal.ai · $0.05/s at 480p

Frontier-adjacent on both arena boards at a bottom-decile price. The 480p variant is the cheap-drafts version of the same model.

See the quality chart
QualityTop rated with a real price?
Seedance 2.0 (720p)Arena Elo 1477–1479

$0.152/s720p first-party (ModelArk) · $0.22/s via Replicate

Tops both arena boards among models with a tracked metered price. Gemini Omni Flash rates higher on text-to-video, but no API price we can verify exists for it.

See the quality chart
Agent-readyWhich route can an agent drive?
No verdict yetno verdict yet

What the pricing data already shows: most routes on the board are metered APIs an agent can drive, and ModelArk doesn't bill failed generations. What it does not yet show is setup friction, async job handling, retry behaviour, or cost per clip you actually keep — so there is no ranking here yet.

What agent access means
02

Quality vs. cost, measured

Blind human-preference Elo is useful by itself, but the real decision starts when it is joined to price. Up and left is better; the frontier marks models where nothing stronger costs less.

Arena Elo Sep 4, 2026 · USD per second where tracked
Open weightsClosed / APIValue frontier

Every rated model, joined to every tracked route and sortable by Elo or price, lives in the board below.

Rated on this board, price untracked

Gemini Omni Flash Elo 1512Wan2.7 T2V Elo 1344Wan2.6 T2V Elo 1329Hailuo 2.3 Elo 1205Ray 3 Elo 1205Kandinsky 5.0 T2V Pro Elo 1172Hunyuan Video 1.5 Elo 1169LTX 2 19b Elo 1152Kandinsky 5.0 T2V Lite Elo 1113Sora Elo 1069Ray2 Elo 1064Pika V2.2 Elo 1008

These models hold an Arena rating but expose no clean public API price we track yet. We show the gap instead of estimating it.

Quality leader

Gemini Omni Flash leads this board at Elo 1512, but public API pricing is not tracked yet.

Priced quality

Dreamina Seedance 2.0 720p is the highest-rated model with a tracked price in this board.

Efficiency corner

P-Video is the cheapest priced board point at $0.02/sec.

03

Same model. Same settings. Different price.

Wrappers and marketplaces often resell the same underlying video model. When the comparability key matches, we can show the spread without hand-waving: same model, operation, resolution, tier, audio mode, currency, and execution mode. Every seller in the group is marked on the bar, not just the endpoints.

Seedance 2
video · 4K · default
$0.467 · OpenRouter$1.25 · Replicate
2.7xspread
Seedance 2
video · 1080p · default · 3 providers
$0.228 · OpenRouter$0.569 · ModelArk
between: $0.45 · Replicate
2.5xspread
Happy Horse
video · 1080p · default
$0.128 · OpenRouter$0.28 · Replicate
2.2xspread
Vidu Q3
video · 540p · pro
$0.045 · Vidu$0.07 · Replicate
1.56xspread
Vidu Q3
video · 720p · pro
$0.1 · Vidu$0.15 · Replicate
1.50xspread
Happy Horse
video · 720p · default
$0.099 · OpenRouter$0.14 · Replicate
1.42xspread

The useful signal is not only the largest markup. A near-1.0x row is just as valuable: it means the marketplace is effectively pegged, so convenience may be worth taking. A high-spread row is where teams should check the direct API first. Across all 18 comparable multi-provider groups we track right now, Replicate is the most expensive seller in 13 of them.

04

The board: every model, every route

107 video models joined to all 643 tracked USD-metered API routes. Sort by Arena Elo or price; expand a model to see every provider selling it: same model, same resolution, different bill. Credit-plan economics are handled separately below.

Gemini Omni FlashGoogle
15121462untracked
Dreamina Seedance 2.0Bytedancefrom $0.041/sec
1479720p1477720p
$0.041480p · OpenRouter
Happyhorse 1.0Alibaba-ATHfrom $0.099/sec
14281442
$0.099720p · OpenRouter
Sora 2 ProOpenAIfrom $0.3/sec
1365
$0.3720p · OpenRouter
Veo 3.1 AudioGooglefrom $0.2/sec
13641398
$0.21080p · OpenRouter
Veo 3.1 Fast AudioGooglefrom $0.08/sec
13611385
$0.08720p · OpenRouter
Veo 3 Fast AudioGooglefrom $0.15/sec
13471326
$0.15Replicate · board price
Grok Imagine VideoxAIfrom $0.05/sec
1344720p1415720p
$0.05480p · fal.ai
Wan2.7 T2VAlibabafrom $0.086/sec
1344
$0.086720p · Alibaba
Sora 2OpenAIfrom $0.1/sec
1341
$0.1Replicate · board price
Veo 3 AudioGooglefrom $0.4/sec
13401331
$0.4Replicate · board price
Wan2.6 T2VAlibabafrom $0.086/sec
1329
$0.086720p · Alibaba
Seedance V1.5 ProBytedancefrom $0.012/sec
12561307
$0.012480p · OpenRouter
Veo 3Googlefrom $0.4/sec
12531258
$0.4Replicate · board price
Veo 3 FastGooglefrom $0.15/sec
12481257
$0.15Replicate · board price
Wan2.5 T2V PreviewAlibabafrom $0.043/sec
1247
$0.043480p · Alibaba
Pixverse V5.6Pixversefrom $0.07/sec
12401299
$0.07360p · fal.ai
Runway Gen 4.5Runwayfrom $0.12/sec
1224
$0.12Replicate · board price
Kling 2.5 TurboKlingAIfrom $0.07/sec
12191080p12751080p
$0.07Replicate · board price
Kling 2.6 ProKlingAIfrom $0.14/sec
12161293
$0.14Replicate · board price
P-VideoPrunafrom $0.02/sec
12071243
$0.02Replicate · board price
Hailuo 2.3MiniMaxfrom $0.047/sec
12051261
$0.047unverifiedfal.ai
Ray 3Luma AIfrom $0.03/sec
12051225
$0.03540p · fal.ai
Kling O1 ProKlingAIfrom $0.126/sec
1205
$0.126Replicate · board price
Hailuo 02 ProMiniMaxfrom $0.08/sec
11981228
$0.08fal.ai · board price
Seedance V1 ProBytedancefrom $0.03/sec
11901273
$0.03480p · Replicate
Hailuo 02 StandardMiniMaxfrom $0.045/sec
11801223
$0.045fal.ai · board price
Kandinsky 5.0 T2V ProKandinsky
1172untracked
Hunyuan Video 1.5Tencent
11691197untracked
Veo 2Googlefrom $0.5/sec
11641165
$0.5Replicate · board price
Kling V2.1 MasterKlingAIfrom $0.28/sec
11621235
$0.28Replicate · board price
LTX 2 19blightricks
11521156untracked
Wan V2.2 A14bAlibabafrom $0.04/sec
11321170
$0.04480p · fal.ai
Kandinsky 5.0 T2V LiteKandinsky
1113untracked
Seedance V1 LiteBytedancefrom $0.018/sec
11121185
$0.018480p · Replicate
SoraOpenAI
1069untracked
Ray2Luma AI
10641108untracked
Pika V2.2Pika
1008997untracked
Mochi V1Genmo AI
1006untracked
Vidu Q3 ProShengshufrom $0.045/sec
1363
$0.045540p · Vidu
Kling V3 ProKlingAIfrom $0.168/sec
1356
$0.168fal.ai · board price
Wan2.5 I2V PreviewAlibabafrom $0.043/sec
1321
$0.043480p · Alibaba
Wan2.6 I2VAlibabafrom $0.086/sec
1310
$0.086720p · Alibaba
Vidu Q2 TurboShengshu
1243untracked
Kling V2.1 StandardKlingAIfrom $0.09/sec
1228
$0.09Replicate · board price
Vidu Q2 ProShengshu
1223untracked
Hailuo 02 FastMiniMaxfrom $0.017/sec
1193
$0.017fal.ai · board price
Runway Gen4 TurboRunway
1052untracked
Dreamina Seedance 2.0 Minino public EloBytedancefrom $0.0081/sec
$0.0081480p · OpenRouter
Seedance V1 Pro Fastno public EloBytedancefrom $0.01/sec
$0.01unverified480p · ModelArk
Wan2.2 KF2V Flashno public Elofrom $0.014/sec
$0.014480p · Alibaba
Wan2.2 I2V Flashno public Elofrom $0.015/sec
$0.015480p · Alibaba
Vidu Q3 Turbono public Elofrom $0.02/sec
$0.02540p · Vidu
Wan2.2 I2V Plusno public Elofrom $0.02/sec
$0.02480p · Alibaba
Wan2.2 T2V Plusno public Elofrom $0.02/sec
$0.02480p · Alibaba
Wan2.6 I2V Flashno public Elofrom $0.022/sec
$0.022720p · Alibaba
Wan2.6 R2V Flashno public Elofrom $0.022/sec
$0.022720p · Alibaba
Dreamina Seedance 2.0 Fastno public EloBytedancefrom $0.024/sec
$0.024480p · OpenRouter
Vidu 2.0no public Elofrom $0.025/sec
$0.025360p · Vidu
Veo 3.1 Liteno public Elofrom $0.03/sec
$0.03720p · OpenRouter
Wanx2.1 T2V Turbono public Elofrom $0.034/sec
$0.034480p · Alibaba
Vidu Q3no public Elofrom $0.035/sec
$0.035540p · Vidu
Wan2.1 T2V Turbono public Elofrom $0.036/sec
$0.036480p · Alibaba
Wan 2.6no public Elofrom $0.04/sec
$0.04480p · OpenRouter
Wan 3.0no public Elofrom $0.043/sec
$0.043480p · OpenRouter
Avatar Ivno public Elofrom $0.05/sec
$0.05unverifiedOpenRouter
Hailuo 3 Maxno public Elofrom $0.05/sec
$0.05480p · OpenRouter
Seedance 2.5no public Elofrom $0.061/sec
$0.061480p · OpenRouter
Happyhorse 1.1 I2Vno public Elofrom $0.062/sec
$0.062480p · Alibaba
Happyhorse 1.1 R2Vno public Elofrom $0.062/sec
$0.062480p · Alibaba
Happyhorse 1.1 T2Vno public Elofrom $0.062/sec
$0.062480p · Alibaba
Wan 3.0 Primeno public Elofrom $0.068/sec
$0.068480p · OpenRouter
Wan2.2 S2vno public Elofrom $0.072/sec
$0.072480p · Alibaba
Grok Imagine Video 1.5 Previewno public EloxAIfrom $0.08/sec
$0.08480p · fal.ai
Vidu Q1no public Elofrom $0.08/sec
$0.081080p · Vidu
Vidu Q1 Classicno public Elofrom $0.08/sec
$0.081080p · Vidu
Kling V3.0 Stdno public Elofrom $0.084/sec
$0.084unverifiedOpenRouter
Wan2.6 R2Vno public Elofrom $0.086/sec
$0.086720p · Alibaba
Wan2.7 I2Vno public Elofrom $0.086/sec
$0.086720p · Alibaba
Wan2.7 R2Vno public Elofrom $0.086/sec
$0.086720p · Alibaba
Wan2.7 Videoeditno public Elofrom $0.086/sec
$0.086720p · Alibaba
Happyhorse 1.1no public Elofrom $0.099/sec
$0.099720p · OpenRouter
Vidu Q3 Pro Fastno public Elofrom $0.1/sec
$0.1720p · Vidu
Wan 2.7no public Elofrom $0.1/sec
$0.1unverifiedOpenRouter
Wan2.1 KF2V Plusno public Elofrom $0.1/sec
$0.1720p · Alibaba
Wan2.1 T2V Plusno public Elofrom $0.1/sec
$0.1720p · Alibaba
Wan2.1 Vace Plusno public Elofrom $0.1/sec
$0.1720p · Alibaba
Wanx2.1 KF2V Plusno public Elofrom $0.1/sec
$0.1720p · Alibaba
Wanx2.1 T2V Plusno public Elofrom $0.1/sec
$0.1720p · Alibaba
Wanx2.1 Vace Plusno public Elofrom $0.1/sec
$0.1720p · Alibaba
Dreamina Seedance 2.5no public Elofrom $0.103/sec
$0.103unverified480p · ModelArk
Flux Video Upscaleno public Elofrom $0.105/sec
$0.105unverifiedOpenRouter
Kling Video O1no public Elofrom $0.112/sec
$0.112unverifiedOpenRouter
Gen 4.5no public Elofrom $0.12/sec
$0.12unverifiedOpenRouter
Vidu Q3 Mixno public Elofrom $0.12/sec
$0.12720p · Vidu
Happyhorse 1.0 Video Editno public Elofrom $0.124/sec
$0.124720p · Alibaba
Hailuo 3no public Elofrom $0.13/sec
$0.13unverifiedOpenRouter
Flux 3 Videono public Elofrom $0.17/sec
$0.17720p · OpenRouter
Aleph 2no public Elofrom $0.28/sec
$0.28unverifiedOpenRouter
Kling 3.0
untracked
Kling 3.0 Omni
untracked
Kling V1
untracked
Kling V1.5
untracked
Kling V1.6
untracked
Kling V2 Master
untracked
Kling V2.1
untracked
Kling V2.6
untracked

Model rows show each family's cheapest fully-specified metered route; click a row to see every tracked route with operation, tier, audio, and the provider's own pricing page as evidence. Models with an Arena rating but no clean tracked route show their board-level price instead, labeled by source; prices from flagged extractions are tagged unverified and never pose as clean data. Subscription and credit routes are intentionally separated below because utilization and credit expiry change the effective cost.

The market at a glance · $/sec by resolution

log scale · ▲ median

360P7 routes
$0.025 · $0.07 · $0.1
480P79 routes
$0.008 · $0.05 · $0.103
540P17 routes
$0.02 · $0.07 · $0.144
720P171 routes
$0.005 · $0.1 · $0.41
1080P159 routes
$0.01 · $0.15 · $0.72
4K37 routes
$0.163 · $0.4 · $2.08
n/a94 routes
$0.017 · $0.128 · $0.5

Every tracked route counts here, including flagged extractions: min · median · max per resolution. Same model families appear at several points; expand a model above to see why.

Official model weights

Repository links for the exact model version. Check the source for access terms and setup requirements.

Model history

What changed in AI video?

Releases, downloadable weights and new API access. These milestones add context to the comparisons above; they are not quality or value rankings.

Sources checked . Selected historical changes; not comprehensive.

  1. fal releases H3 Max

    A post-trained variant of MiniMax H3 with a hosted API.

    Sources and limitations

    fal’s speed and quality claims are not our benchmark. Later livestream demonstrations are grouped separately.

  2. Wan 3 is documented as available on fal

    Alibaba’s video model, offered through hosted generation endpoints.

    Sources and limitations

    Date is documented availability on fal, not proof of Alibaba’s first model release. The reported earlier beta and financial news are not part of this event.

  3. LTX-2.5 weights and ComfyUI support documented

    A downloadable audio-video model with distilled and trainable checkpoints.

    Sources and limitations

    Date is documented availability and ComfyUI support, not an assertion of the earliest release. No 16 GB runtime claim is adopted.

  4. FLUX 3 Video becomes available through the BFL API

    Text/image-to-video generation with native audio.

    Sources and limitations

    This is the API availability event, separate from July early access. No independent quality ranking is inferred.

  5. MiniMax releases H3 weights

    Downloadable weights for the H3 video model.

    Sources and limitations

    Weight availability does not establish usable local hardware, licensing suitability or cost savings. Those need separate checks.

05

What your workload costs

Pick a volume, a clip length, and (honestly) how many generations you pay for per clip you keep. Totals are computed over the same clean tracked routes as the board; flagged extractions and vendor draft modes never enter a total.

Clip length
Gens per kept clip
Resolution
ModelRoute$ / kept clip100 clips
Dreamina Seedance 2.0 MiniOpenRouter · 480p · mini$0.04$4.04
Seedance V1.5 ProElo 1256OpenRouter · 480p · pro · no audio$0.058$5.76
Wan2.2 KF2V FlashAlibaba · 480p · flash · keyframe to video$0.072$7.17
Wan2.2 I2V FlashAlibaba · 480p · flash · no audio · image to video$0.075$7.50
Seedance V1 LiteElo 1112Replicate · 480p$0.09$9.00
Vidu Q3 TurboVidu · 540p · turbo · reference to video$0.1$10
Wan2.2 I2V PlusAlibaba · 480p · plus · no audio · image to video$0.1$10
Wan2.2 T2V PlusAlibaba · 480p · plus · text to video$0.1$10
Wan2.6 I2V FlashAlibaba · 720p · flash · no audio · image to video$0.108$11
Wan2.6 R2V FlashAlibaba · 720p · flash · no audio · reference to video$0.108$11
Dreamina Seedance 2.0 FastOpenRouter · 480p · fast$0.119$12
Vidu 2.0Vidu · 360p · image to video$0.125$13

Floor estimates: most providers bill fixed duration blocks (a 7-second request often bills as 10 seconds) and cap clips around 10–15 seconds, which is why lengths above 12s are not offered. Reference-video operations (video as input) appear as their own, pricier routes. Prices exclude taxes and volume discounts.

06

Prototyping economics: pay draft prices for draft work

Iteration is where video budgets actually go: you generate ten clips to keep one. ByteDance's ModelArk terms include three levers that cut what a draft costs, none of which show up on a per-second comparison chart.

Draft mode

Seedance 1.5 Pro generates low-quality test drafts at a reduced token rate: 480p only, and currently the only model that supports it.

Offline inference

50% offthe token rate

Batch jobs that can wait pay half: Seedance 1.5 Pro, 1.0 Pro, and 1.0 Pro Fast all list an offline rate at exactly 50% of instant. The catch: the whole Seedance 2.0 line is “not supported yet”, so if you prototype on 2.0 you pay full rate.

Failure billing

$0for failed generations

ModelArk only charges for successfully generated videos; failures and content-moderation blocks cost nothing. For an agent pipeline that retries, this changes the effective cost per accepted clip.

These are the vendor’s own estimates at standard specs (16:9); actual billing follows the token meter. We have not verified that Google’s batch-inference discount covers Veo, so we don’t claim it here. BytePlus ModelArk pricing

07

The subscription illusion

Credit plans are not wrong, but their sticker price assumes every credit gets used. Pick how much of a monthly allowance you would realistically burn; unused credits raise the effective price per credit before any model-specific burn rate is applied.

advertisedeffective at 40% use
Higgsfield · Ultra
$209/mo · 7,200 cr
$0.029
$0.073 · 2.5x
Hailuo · Max
$200/mo · 20,000 cr
$0.01
$0.025 · 2.5x
Dreamina · Advanced
€52/mo · 7,955 cr
€0.0065
€0.016 · 2.5x
Adobe Firefly · Premium
€220/mo · 50,000 cr
€0.0044
€0.011 · 2.5x
Freepik · Pro
$280/mo · 333,333 cr
$0.0008
$0.0021 · 2.5x

The API question and the subscription question are different. APIs win when you need automation, repeatability, auditability, or agent integration. Credit plans can win when a wrapper provides workflow value, API access is missing, or you reliably burn the monthly allowance.

The flip point is utilization: a plan that looks cheaper at 100% usage can become materially more expensive once credits expire.

Wrapper vs API, exact matches at 40% use

Seedance 2 Fast

Higgsfield Ultra vs OpenRouter

4.6x

Never beats the OpenRouter route: pricier even at 100% use.

Seedance 2

Higgsfield Ultra vs OpenRouter

3.4x

Never beats the OpenRouter route: pricier even at 100% use.

Seedance 2

Higgsfield Ultra vs OpenRouter

3.4x

Never beats the OpenRouter route: pricier even at 100% use.

Automation access matters

For an automated pipeline, the sweet spot is the cheapest route an agent can actually drive: a metered API with async jobs, retries, and usage accounting, which is most of the route board above. Credit subscriptions are mostly human-first by design: plan credits buy clicks in a web UI, not API calls. A wrapper can still be the right choice when its product layer is the workflow, and the line is blurring: Higgsfield exposes agent access via MCP and CLI billed in plan credits, and Kling now does too (first-party MCP server and CLI at the same credit prices as its apps, but agents get no off-peak free generations and cannot spend bonus credits, so an agent's credit buys less than a human's). The economics above apply either way: when the meter is credits, utilization and expiry set your real price; when it is a per-second API, the listed rate is what you pay.

Compare language models too
08

Where these numbers come from

Prices are captured from provider pricing pages or APIs, then normalized to per-second or per-credit terms. The route table links each listed API price to its source. Comparisons keep operation, resolution, tier, audio, currency, and region separate, so a near miss is never passed off as the same route.

Route and subscription prices were last confirmed between Jun 22, 2026 and Sep 4, 2026. The route table links each listed API price to its source.

How much does AI video cost?+

This page reports USD metered API costs per second, converts them into 10-second clip costs, and separates subscription pricing so unused credits do not get hidden inside one number. The route table links each listed API price to its source.

Why can the same model have different prices?+

Wrappers and marketplaces can resell the same model with their own margins, convenience layers, or plan economics. We only publish a spread when the model, operation, resolution, tier, audio mode, currency, and execution mode match.

Is a subscription cheaper than an API?+

Sometimes. A subscription can win when you use most of the monthly credits or need the wrapper workflow. APIs usually win when you need automation, agent access, repeatable jobs, and no use-it-or-lose-it credit decay.

Can AI agents generate videos?+

Yes, through two doors. Metered APIs are the agent-native door: a key, an async job queue, and a per-second or per-generation price (BytePlus, Google Veo, Kling's developer platform, MiniMax, fal, Replicate). MCP is the second door: an agent drives the tool through a standard protocol instead of custom integration code. What an agent cannot use is a human-first credit subscription: plan credits that only buy clicks in a web UI.

Which AI video tools support MCP?+

First-party MCP support is still rare but growing. MiniMax publishes an official MCP server for its video, image, and speech models, billed like normal API usage. Higgsfield exposes MCP and CLI access billed in the same credits as its subscription plans. Kling now ships both a first-party MCP server (kling.ai/mcp) and a CLI, billed in the same credits as its consumer plans, with two agent-specific catches: off-peak free generation is not available through assistants, and bonus credits cannot be spent there, so an agent's credit buys strictly less than a human's. Most other providers are reachable by agents only through their metered APIs, or through third-party MCP wrappers that put someone else's code and margin between you and the meter.

Are AI video credit plans usable for automation?+

Mostly no, by design. Consumer credit plans bill a human clicking a web UI; where the same company sells developer access, it is a separate metered product with separate pricing (Kling membership vs. Kling's Open Platform, Dreamina vs. ByteDance's ModelArk). The exceptions among the credit platforms tracked here are Higgsfield and, since mid-2026, Kling; both expose agent access via MCP and CLI on plan credits. Neither hands agents the full plan value: Higgsfield's Unlimited mode stays website-only, and Kling excludes off-peak free generation and bonus credits from assistant use. Agent-billed credits inherit the same utilization and expiry economics measured on this page.

Is MCP better than an API for AI video generation?+

They solve different problems. A metered API is the cleaner primitive for production pipelines: queues, retries, webhooks, exact usage accounting. MCP removes integration code so an agent can drive the tool directly. The economics matter more than the protocol: MCP calls billed against an API cost the listed rate, while MCP calls billed in subscription credits inherit utilization and expiry, the credit breakage quantified above.

Why are some top video models missing from the price table?+

Quality boards and pricing sources do not update on the same cadence, and some high-quality systems do not expose clean public API pricing. Those gaps should stay visible rather than being filled with estimates.