The answer... without the scenic route
Start with the approved title, but rewrite it as research questions:
Inside this guide 7 parts
Define the question and evidence standard
Start with the approved title, but rewrite it as research questions:
- What must be true for the title's promise to be honest?
- Which facts are central, and which are color?
- What would disprove the angle?
- Which claims require current information or specialist review?
- What may be shown visually, and are the rights available?
Specify the source hierarchy. Prefer original data, official documentation, filings, papers, direct records, or named first-party statements. Use secondary reporting to add context, not to replace the underlying evidence when it is available.
Use the model to build a source map
Gemini 3.1 Pro is one current option if its research features and source handling are available for your account. Keep the request model-agnostic so the workflow survives product changes:
Create a research plan for this video. Separate settled facts, disputed claims, current facts that need date verification, and open questions. For every material claim, identify the strongest primary source to seek. Do not invent citations. Mark anything you cannot verify.
If the tool offers a research mode, review its proposed plan before it runs. Product interfaces, limits, and access change. Do not promise a particular mode or output unless the vendor currently documents it.
Verify and save a claim ledger
Do not hand a raw model report directly to a scriptwriter. Create a table with:
| Claim | Source URL or record | Date | Exact support | Confidence | Script limit |
|---|---|---|---|---|---|
| What the video may state | Primary evidence | Publication or access date | What the source actually establishes | High, mixed, low | Required qualification |
Open every important source. Confirm that it exists, supports the claim, and is current enough. Preserve the research date and relevant excerpt within copyright limits. A link alone is not verification.
The part people underestimate
Research on health, finance, law, politics, safety, living people, or fast-moving events needs stronger sourcing and sometimes qualified review. If the evidence remains mixed, change the title or state the uncertainty. Do not force a sensational conclusion because the thumbnail is already designed.
Also check usage rights. Finding an image, clip, or article does not grant permission to reproduce it.
The next decision
Next step: Convert the verified evidence into a script. The next lesson builds a reusable script system that preserves channel voice without cloning weak habits.
Keep these three things
The short version
- Turn the title into explicit questions and an evidence standard.
- Use AI to plan and organize research, not to certify truth.
- Build a claim ledger and open every source that supports a material statement.
How this was made: Adapted from Roman’s channel operating curriculum, expanded for public education, and reviewed against the ChannelFlips editorial policy. Examples are educational, not promises.
Published
Read the editorial policy