Find unusually strong video topics relative to channel size

Why use this

1. A niche video with many views may reflect a large established audience rather than an unusually strong topic. Conversely, a small channel’s standout can be misleading if its age, format or temporary news event differs sharply from the videos being compared.

2. This job could create an idea shortlist with comparison context beside each candidate. The creator could judge audience fit and production feasibility rather than copying topics solely because a ratio looks impressive.

Why an agent / simpler alternative

Useful judgment

Compare topic framing and explain outliers using age, format and audience context.

Simpler alternative

Use a watchlist and spreadsheet when the niche contains only a few relevant channels.

Unsuitable when

The creator expects the ranking to predict views or guarantee that copying a topic will work.

Proposed inputs

1. Name

   Niche and audience brief

   Owner

   Creator

   Minimum scope

   Target viewers, content formats, exclusions and feasible production scope

   Quality check

   Separate direct audience competitors from inspirational references.

2. Name

   Video observation table

   Owner

   Research owner

   Minimum scope

   Links, publish dates, visible views, channel size and capture time

   Quality check

   Use consistent definitions and label missing or approximate metrics.

Access and setup — proposed or unknown

Proposed minimum

1. Read permitted public video information and prepare a topic review; keep any recurring schedule separately authorized.

Compatibility unknowns

1. Unknown: current metric visibility, historical subscriber counts and scheduling support.

External actions requiring approval

1. Creating recurring tasks, contacting creators or publishing derivative content.

Expected deliverable and review checks

Proposed artifact

Opportunity shortlist with raw metrics, comparison context, topic rationale and caveats for creator selection.

Critical checks

1. Video age and format are considered before calling something unusual.

2. A current subscriber count is not presented as the channel size at publication.

Missing output evidence

This overlay adds no new output inspection or execution validation. Preserve the canonical implementation evidence and its outcome limits.

Failure signals and proposed responses

1. Signal

   A breaking-news upload dominates a supposedly evergreen shortlist.

   Why it matters

   Its performance may depend on timing the creator cannot reproduce.

   Proposed response

   Label the event dependency and separate timely from durable topic opportunities.

2. Signal

   A recently viral channel now has many more subscribers.

   Why it matters

   The view-to-size comparison may misrepresent its original context.

   Proposed response

   Record the capture date and avoid historical claims without historical data.

Effort and cost — unknown

Setup work

1. Define comparison cohorts and an outlier-review format.

Ongoing review

1. Check niche relevance and retire stale suggestions before production.

Unknowns

1. Unknown: research charges, historical data availability and downstream production cost.

First check — proposed, unexecuted

Status

proposed_unexecuted

Synthetic fixture

Fictional observations include an old evergreen video, a recent news spike and a short-form clip from a small channel.

Acceptance checks

1. The three are not ranked as directly interchangeable observations.

2. Each candidate includes a caveat and an audience-fit explanation.

Stop conditions

1. Metrics are missing or a new recurring schedule would be created.

Limits

1. Relative performance is an idea-discovery signal, not evidence of future audience demand or permission to copy.