How Much Does Enterprise AI Video Cost? A Budget for Usable Versions

An enterprise AI video budget should cover seven categories: assets, generation, charged retries, localization, review, version management and distribution. Divide the total by the number of unique versions that pass review and are actually published to compare the cost of the complete workflow.

This guide is for marketing, production, brand and procurement teams. It introduces a cost framework and three stages of estimation. This revision adds model credits, processing units and task refund rules reviewed on 12 October 2026. Credit tables show reference billing information; the worked CNY budgets are illustrative assumptions, not market averages, customer results or Smart BIAI quotes. No currency conversion is implied.

First choose the unit: a generated clip, an edited video or a reviewed market version that has been published. These units include different amounts of work.

Total project cost = Asset preparation + Initial generation + Charged retries + Localization + Human review + Version management + Distribution.

Cost per usable version = Total project cost / Unique finished versions that pass review and are published.

A unique version is a distinct deliverable file. Uploading the same file to four accounts still counts as one version. Separate language, aspect-ratio or content files can count separately when they are actually published. Approved files awaiting publication belong in a separate status. When no versions have been published, this metric cannot yet be calculated.

Use planned deliverables for the budget and actual published deliverables for the review of results. Record the difference. Each version should connect to its source assets, production task, approval record and published link.

The model charge is one component. A project ledger should connect software usage and human work to specific tasks.

Assign each charge to one category. Initial generation and retries should not overlap. Translation software and translators belong under localization; brand reviewers belong under human review.

Paid media, creator partnerships and specialist legal reviews are excluded from the worked budgets below. Add them when your project requires them, and use the same boundaries when comparing tools.

Start with the billing unit. Per-second, per-task, credit-based and other charges need a consistent currency and scope before comparison.

For tasks billed by generated duration:

Generation cost = The sum of paid generated seconds multiplied by the applicable rate for each task.

A 30-second video might require six five-second shots. If three shots are generated once more and all tasks succeed with charges retained, paid generation could reach 45 seconds. Smart BIAI automatically returns deducted credits to the account for failed or cancelled tasks. A retry creates a new charged task. Record deductions and returns and budget net consumption, rather than counting every attempt as paid. A successful output rejected during creative review is not a system task failure; do not assume it receives an automatic refund.

Model, resolution, input mode, audio and post-processing choices can change rates or available parameters. Fix specifications for representative shots before comparing configurations. A low-resolution rate for one model cannot price a high-resolution deliverable from another.

The reference rates below are effective / reviewed 12 October 2026, based on product billing materials and the rules confirmed for this revision. Model generation is billed per second, video processing per 30 seconds, and script, TTS and text translation per 100 Chinese characters. These units are different. Actual task settings and platform displays take precedence.

Flash and Lite rates here apply to 720p; the other rates apply to 480p. Check the platform for other resolutions. A free trial means eligible accounts can use trial benefits, not unlimited generation or a changed reference rate. Hold visual requirements, specifications and review criteria constant when comparing models.

Video processing credits = Round up (video seconds / 30) × Sum of unit rates for the selected functions.

Every video processing function rounds each video's duration up to a whole unit. A video longer than 30 seconds starts the next unit. This rule does not apply to per-second model generation or text tasks billed by Chinese characters. Do not assume non-Chinese input is billed per 100 characters; check its task interface.

Remix functions and other processing functions can be used independently or together with additive charges. List each selected function. Adding brand identity alone does not require budgeting a remix charge.

The 352-credit example assumes all tasks succeed, charges are retained and no extra options are selected. It covers only the listed generation and processing. Scripts, translation, other processing, labor and distribution are additional. It does not imply that one generation always produces a finished ten-second video.

Net project credits consumed = Total credits deducted for tasks − Total credits returned.

For a CNY budget, multiply net credits consumed by the credit allocation cost agreed by your organization, then add labor and other costs. Review applicable packages on plans and pricing, and distinguish purchased credits from trial benefits. Historical per-second CNY statements or approximate processing costs per item are not a current universal quote.

A pilot tests whether content meets your review criteria. A small batch checks retries, localization and handoffs. Scaled production should then be budgeted by batch, asset reuse and actual published deliverables.

The table below demonstrates one ledger across three stages. Every amount is an assumption. Generation lasts ten seconds per attempt at an assumed CNY 0.40 per second. Each final version has an initial attempt, with charged retries recorded separately. All target versions are assumed to pass review and be published. Labor, tool and storage costs are allocated to the corresponding stage. CNY 0.40 is not a product rate or a conversion of the reference credit table above. Paid attempts include only tasks with charges retained after returns are settled; refunded failures and cancellations are excluded.

The calculations are 480 / 6 = CNY 80, 2,400 / 60 = CNY 40 and 15,000 / 600 = CNY 25. The decline comes from assumed asset allocation and labor costs. It is not a forecast that greater output will reduce costs. More languages, stricter review or additional rework could increase the unit cost.

Record shared scripts, brand rules and assets once, then allocate them under an agreed method. Do not charge the full preparation amount again to every language. The example also assumes one generated output per finished version; a multi-shot video requires a separate shot-level calculation.

Assume six unique versions are published, using ten paid ten-second generations at the illustrative rate of CNY 0.40 per second. Refunded failures or cancellations are not included in these ten attempts.

One generation costs CNY 4. The generation component allocated across six usable versions is CNY 6.67 each. The full cost is CNY 80 per version. Each number answers a different budgeting question.

If only four versions are published, the published-version cost becomes CNY 120. Keep the remaining approved files in a separate status. Reposting six unchanged files to more accounts does not increase the denominator.

Retries change the calculation. Holding other costs at CNY 440 and published versions at six, fifteen paid generations instead of ten raise the total to CNY 500, or approximately CNY 83.33 per usable version.

Estimate localization by its layers: translated copy, voice, subtitles, on-screen text and market checks. Terminology, speakers and embedded text can produce different workloads even for the same number of deliverables.

List the actual market–language combinations, then the creative and platform files required for each combination. Do not mechanically multiply market count by language count. One language may serve several markets; a market may require several languages. Reuse identical files when suitable instead of regenerating them for every account.

Estimate review using actual hours multiplied by your team's internal cost rate. Use payroll, contractor or finance rules appropriate to your organization. CNY 80 per hour is only an arithmetic assumption. A checklist of review points helps explain rework better than a single “reviewed” flag.

The automotive and new-energy customer case illustrates a workflow connecting vehicle assets, creative production, localization and batch tasks. Its production scale does not establish another enterprise's price, labor savings or approval rate. Use the enterprise AI video production workflow guide to define your own task scope first.

Use the same assets, duration, specifications, languages, review criteria and deliverable count. Then compare the project ledgers.

Consider a hypothetical comparison: tool A charges CNY 0.40 per second and requires twenty paid ten-second attempts. Tool B charges CNY 0.80 per second and requires ten attempts. Both incur CNY 80 in generation fees. With CNY 440 in other costs and six published versions, both cost approximately CNY 86.67 per usable version. The example explains why workload matters; it does not rank specific tools.

For credit packages, distinguish the cash spent on the package from the credits consumed by a project. Record the package purchase in procurement cash flow and allocate consumed credits under an agreed unit cost. Do not add the full purchase again to that allocation. Trial credits can reduce trial cash spending; recurring budgets need sustainable paid rules.

Resolve incorrect inputs and unnecessary versions before deciding whether to change models.

1. Fix product facts, terminology, brand requirements and permitted assets.
2. Test a few representative shots at the intended specifications. Lower-specification pilots are appropriate only when they still test the relevant requirement.
3. Change a small number of variables per round and record error types and revision reasons.
4. Reuse suitable assets, terminology and brand treatments within their permitted scope.
5. Approve samples before launching a batch to catch issues that affect every version.
6. Record planned, paid, approved and published quantities, then review cost differences by batch.

A terminology correction may be solved by editing or localization instead of regenerating the whole video. Cost control should retain necessary review.

Smart BIAI AI Video Creation connects creative work, batch processing, localization and brand treatments in enterprise video workflows. Check model and specification choices in the current task interface. The reference credit table above applies to specified models and resolutions, rather than every available configuration.

Published release records offer a starting point for trial checks:

• V5.6.0 introduced multi-model choices with duration and resolution options that vary by model.
• V5.8.0 documents Seedance 2.0 Lite as a historical feature record; use the reference credits above rather than its historical price.
• V5.9.0 describes Seedance 2.0 Flash task-handling improvements, without a universal savings percentage.

Run representative tasks with your own assets and record usage, human time and publishable results. Then review plans and pricing. This is a team budgeting method; it does not claim that Smart BIAI automatically calculates full labor costs or cost per usable version.

Choose permitted assets for one product, intended markets, video specifications and review criteria. Run a small batch and measure actual usage.

• Register for a free Smart BIAI trial
• See AI Video Creation
• Discuss an enterprise video workflow

Sources were checked on 12 October 2026 against public website materials and existing release records. Reference credits, trial access, rounding, additive billing and failure / cancellation returns were added from product billing materials and the rules confirmed for this revision. Signed-in task billing was not tested. Check the platform for rates at other resolutions. Cost groupings and worked budgets are editorial methods; every demonstration amount and labor assumption requires replacement with actual project data.