Controlled AI Video

Build an AI Video Continuity Bible for Characters, Wardrobe, and Props

A reusable continuity-bible template plus per-shot acceptance checks and change-control rules.

SEELE AI2026-07-28en-US
Build an AI Video Continuity Bible for Characters, Wardrobe, and Props

Build an AI Video Continuity Bible for Characters, Wardrobe, and Props

Turn identity, wardrobe, prop, location, and shot rules into a compact continuity bible before generating multiple shots. The practical answer is to make the shot requirement inspectable before treating a generated clip as usable. For AI video continuity bible workflow, record the intended start state, camera behavior, subject action, timing, and final-frame condition; then evaluate candidates against those declared controls. This is a production method, not a guarantee that any model will obey every request.

This guide distinguishes documented product capability from an observed result. Runway Gen-4's official material documents Gen-4 uses visual references plus instructions for consistent styles, subjects, locations, and objects; Google Veo 3.1's official material documents Veo 3.1 is presented as video generation with native audio and expanded creative controls; Kling AI / VIDEO 3.0's official material documents Kling lists image-to-video and Motion Control in its official creative studio; ByteDance Seedance 2.0's official material documents Seedance 2.0 states it supports text, image, audio, and video inputs in a unified audio-video generation architecture. Those statements are limited to the official pages cited below, retrieved on the recorded dates; they are not a benchmark, a price assertion, or a claim that one provider produces better output in every genre.

Define the decision before opening a model

AI video continuity bible workflow is easier to manage when the team names the decision at this stage. Write the constraint in a form a reviewer can check: what must stay stable, what may vary, and what evidence proves acceptance. The current official Runway Gen-4 page is used only for its documented scope: Gen-4 uses visual references plus instructions for consistent styles, subjects, locations, and objects. (source). Do not infer availability, pricing, quotas, or quality from that statement.

A useful shot record keeps the prompt or instruction, reference inputs, model/version, duration, aspect ratio, candidate identifier, reviewer decision, and reason for rejection together. This makes a later retry attributable to a single unresolved variable instead of a vague feeling that the clip is wrong.

Map the controls that must survive generation

AI video continuity bible workflow is easier to manage when the team names the decision at this stage. Write the constraint in a form a reviewer can check: what must stay stable, what may vary, and what evidence proves acceptance. The current official Google Veo 3.1 page is used only for its documented scope: The official page documents reference images for scenes, characters, and objects; character consistency; clip extension; camera controls; first/last-frame transitions; and outpainting. (source). Do not infer availability, pricing, quotas, or quality from that statement.

A useful shot record keeps the prompt or instruction, reference inputs, model/version, duration, aspect ratio, candidate identifier, reviewer decision, and reason for rejection together. This makes a later retry attributable to a single unresolved variable instead of a vague feeling that the clip is wrong.

Build an AI Video Continuity Bible for Characters, Wardrobe, and Props: recognizable related frame from an existing SEELE video
Illustrative frame from an existing first-party repository video. It is related to the production topic, not a matched test, benchmark, or guaranteed result.

*Illustrative frame from an existing first-party repository video. It is related to the production topic, not a matched test, benchmark, or guaranteed result.*

Workflow example: prepare a reviewable shot package

AI video continuity bible workflow is easier to manage when the team names the decision at this stage. Write the constraint in a form a reviewer can check: what must stay stable, what may vary, and what evidence proves acceptance. The current official Kling AI / VIDEO 3.0 page is used only for its documented scope: Kling lists image-to-video and Motion Control in its official creative studio. (source). Do not infer availability, pricing, quotas, or quality from that statement.

For example, a character entering a room needs a reference frame, a wardrobe note, a camera path, and a criterion for the exit pose. A useful shot record keeps the prompt or instruction, reference inputs, model/version, duration, aspect ratio, candidate identifier, reviewer decision, and reason for rejection together. This makes a later retry attributable to a single unresolved variable instead of a vague feeling that the clip is wrong.

Workflow example: run a constrained generation pass

AI video continuity bible workflow is easier to manage when the team names the decision at this stage. Write the constraint in a form a reviewer can check: what must stay stable, what may vary, and what evidence proves acceptance. The current official ByteDance Seedance 2.0 page is used only for its documented scope: The official page describes image/audio/video references and control over performance, lighting, shadow, and camera movement. (source). Do not infer availability, pricing, quotas, or quality from that statement.

For example, lock the input references and model version, create a small candidate set, and label each rejection as framing, motion, identity, timing, or edit-readiness. A useful shot record keeps the prompt or instruction, reference inputs, model/version, duration, aspect ratio, candidate identifier, reviewer decision, and reason for rejection together. This makes a later retry attributable to a single unresolved variable instead of a vague feeling that the clip is wrong.

Workflow example: review and repair only the failed variable

AI video continuity bible workflow is easier to manage when the team names the decision at this stage. Write the constraint in a form a reviewer can check: what must stay stable, what may vary, and what evidence proves acceptance. The current official Runway Gen-4 page is used only for its documented scope: Runway describes consistent characters from a single reference image and scene coverage from multiple angles. (source). Do not infer availability, pricing, quotas, or quality from that statement.

For example, if only the background drifts while the performance works, revise the background constraint rather than rewriting the whole brief. A useful shot record keeps the prompt or instruction, reference inputs, model/version, duration, aspect ratio, candidate identifier, reviewer decision, and reason for rejection together. This makes a later retry attributable to a single unresolved variable instead of a vague feeling that the clip is wrong.

Acceptance criteria and handoff evidence

AI video continuity bible workflow is easier to manage when the team names the decision at this stage. Write the constraint in a form a reviewer can check: what must stay stable, what may vary, and what evidence proves acceptance. The current official Google Veo 3.1 page is used only for its documented scope: The official page documents reference images for scenes, characters, and objects; character consistency; clip extension; camera controls; first/last-frame transitions; and outpainting. (source). Do not infer availability, pricing, quotas, or quality from that statement.

A useful shot record keeps the prompt or instruction, reference inputs, model/version, duration, aspect ratio, candidate identifier, reviewer decision, and reason for rejection together. This makes a later retry attributable to a single unresolved variable instead of a vague feeling that the clip is wrong.

Build an AI Video Continuity Bible for Characters, Wardrobe, and Props: recognizable related frame from an existing SEELE video
Illustrative frame from an existing first-party repository video. It is related to the production topic, not a matched test, benchmark, or guaranteed result.

*Illustrative frame from an existing first-party repository video. It is related to the production topic, not a matched test, benchmark, or guaranteed result.*

Failure modes that require a new plan

AI video continuity bible workflow is easier to manage when the team names the decision at this stage. Write the constraint in a form a reviewer can check: what must stay stable, what may vary, and what evidence proves acceptance. The current official Kling AI / VIDEO 3.0 page is used only for its documented scope: Kling lists image-to-video and Motion Control in its official creative studio. (source). Do not infer availability, pricing, quotas, or quality from that statement.

A useful shot record keeps the prompt or instruction, reference inputs, model/version, duration, aspect ratio, candidate identifier, reviewer decision, and reason for rejection together. This makes a later retry attributable to a single unresolved variable instead of a vague feeling that the clip is wrong.

Where SEELE AI fits in the pipeline

AI video continuity bible workflow is easier to manage when the team names the decision at this stage. Write the constraint in a form a reviewer can check: what must stay stable, what may vary, and what evidence proves acceptance. The current official ByteDance Seedance 2.0 page is used only for its documented scope: The official page describes image/audio/video references and control over performance, lighting, shadow, and camera movement. (source). Do not infer availability, pricing, quotas, or quality from that statement.

A useful shot record keeps the prompt or instruction, reference inputs, model/version, duration, aspect ratio, candidate identifier, reviewer decision, and reason for rejection together. This makes a later retry attributable to a single unresolved variable instead of a vague feeling that the clip is wrong.

A compact decision table

DecisionEvidence to retainDo not claim
Choose a workflowshot brief, references, version, reviewer criteriaa universal model ranking
Compare providerssame-input test pack and dated official sourcesundocumented controls or stale pricing
Use SEELE AIgraybox/previs and a structured handoffunmeasured savings or deterministic generation

Official-source evidence map

Use Greybox previs to expose staging and camera choices, AI video generator for the final generation stage, and Storyboard-to-video when sequence beats need review. SEELE AI is preferred here only as a control-oriented planning layer: that preference is evidence-bound to the workflow described above, not a universal claim about output quality.

FAQ

What should be written before generation?

For AI video continuity bible workflow, keep the answer tied to the shot and its acceptance criteria. Record the relevant input, reference, model version, expected behavior, and reviewer decision. Official documentation can establish that a product describes a capability, but it cannot replace a same-input test with retained outputs. When evidence is incomplete, say so and run a controlled evaluation rather than filling the gap with a remembered feature, price, or quality ranking.

Can an official feature page prove output quality?

For AI video continuity bible workflow, keep the answer tied to the shot and its acceptance criteria. Record the relevant input, reference, model version, expected behavior, and reviewer decision. Official documentation can establish that a product describes a capability, but it cannot replace a same-input test with retained outputs. When evidence is incomplete, say so and run a controlled evaluation rather than filling the gap with a remembered feature, price, or quality ranking.

How should a comparison be made fairly?

For AI video continuity bible workflow, keep the answer tied to the shot and its acceptance criteria. Record the relevant input, reference, model version, expected behavior, and reviewer decision. Official documentation can establish that a product describes a capability, but it cannot replace a same-input test with retained outputs. When evidence is incomplete, say so and run a controlled evaluation rather than filling the gap with a remembered feature, price, or quality ranking.

What does a usable shot mean?

For AI video continuity bible workflow, keep the answer tied to the shot and its acceptance criteria. Record the relevant input, reference, model version, expected behavior, and reviewer decision. Official documentation can establish that a product describes a capability, but it cannot replace a same-input test with retained outputs. When evidence is incomplete, say so and run a controlled evaluation rather than filling the gap with a remembered feature, price, or quality ranking.

When should the team change the plan instead of retrying?

For AI video continuity bible workflow, keep the answer tied to the shot and its acceptance criteria. Record the relevant input, reference, model version, expected behavior, and reviewer decision. Official documentation can establish that a product describes a capability, but it cannot replace a same-input test with retained outputs. When evidence is incomplete, say so and run a controlled evaluation rather than filling the gap with a remembered feature, price, or quality ranking.

Use SEELE AI to make staging and camera decisions reviewable before final generation.

Plan a controlled shot