Packaging problem or content problem?
Click-through and retention form a two-by-two that tells you whether to repackage or re-edit. Most creators re-edit videos that only needed a new title.
9 min read
Padding cliffs and publishing at true length
Stretching a six-minute idea to clear a runtime threshold leaves a visible seam in the retention graph. How to spot it and compare per-video return honestly.
9 min read
Part 2 inherits Part 1's audience
Finishing Part 1 is a strong interest signal, so Part 2 often arrives without search. Build a Part 1 that earns the handoff, then track their views ratio.
9 min read
Peeking is why your creative tests lie
Early data favours whichever variant posted first and often reverses with volume. Pre-commit a sample size and a stop rule before you look.
8 min read
Pending AI training cases: a user's risk map
NYT v. OpenAI, the Disney and Warner suit against Midjourney, and the Anthropic lyrics cases are all in discovery. What a downstream user should infer.
8 min read
Per-key rate limits as a blast radius control
Per-key request-per-minute limits contain a runaway loop. Give CI, staging, and production different ceilings so one job stalls instead of draining the account.
8 min read
Pin to endpoints, not agent tool names
Agent tool names move. REST route groups do not. Build integrations against endpoints, and treat tool names as a convenience layer on top.
8 min read
Pinterest labels AI without any metadata
Pinterest labels from IPTC metadata, owner disclosure, and classifiers that catch generated content with no obvious markers. Stripping files changes nothing.
8 min read
Pinterest publishes no downranking data for AI Pins
Everyone assumes labelled Pins get suppressed and Pinterest has said nothing either way. Here is a paired-Pin test that answers it for your own account.
9 min read
Pinterest's see fewer GenAI control and reach
Pinterest's see fewer GenAI control is category-scoped and expanding. Size your exposure from topic mix and labels, not from an unpublished opt-out rate.
8 min read
Place CTAs at 55-75% of runtime
End-screen CTAs reach the smallest remaining audience. Place the ask at 55-75% of runtime, right after a payoff, then A/B the timestamp.
9 min read
Poll-first integrations when there are no webhooks
Versely does not POST results to your server. Build around submit-then-poll on a request ID, and stop waiting for a webhook that is never going to arrive.
8 min read
Pricing a workflow pack: $15, $29, or $49
Price by the build hours a pack removes, not file count. A positioning test for your own pack, plus a bundle structure that lifts order value without discounts.
9 min read
Pricing exploration separately from finish
Generation got cheap and finishing did not. A two-phase quote with a selection gate, so a client's appetite for options stops eating your finishing capacity.
9 min read
Productized clip tiers and where they break
The 20 / 40 / 80 clips-per-month agency ladder mapped onto solo capacity, and why client review cycles rather than render time set the real ceiling.
9 min read
Quoting a shot you have never generated
When the hit rate is unknown until you try, quote a contingency: a paid test block, a stated attempt ceiling, and a fallback deliverable that still ships.
9 min read
Re-hook cadence: how often to reset attention
Place re-hooks on your own drop-off timestamps, not on a round interval. Graph-driven placement, then an overlay that shows whether the dip actually flattened.
9 min read
Re-uploads vs re-edits: what detection catches
Learn which re-upload signals platforms actually catch, the export checklist that avoids them, and how to verify a clip is clean before it goes live.
9 min read
Reddit has no site-wide ban on AI content
There is no platform-level Reddit rule that answers whether your AI content is allowed, because the binding layer is per-subreddit. Why that is the answer.
9 min read
Retention benchmarks are relative, not absolute
A 35% first-minute drop can be a disaster or an above-average result. Build a length-banded baseline from your catalogue instead of chasing published averages.
8 min read
Revenue beyond AdSense for faceless channels
Ad revenue is the worst first income line. Three that pay earlier under 30K subscribers: niche affiliate placement, a paid asset, and direct sponsor slots.
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Running four channels instead of one
A portfolio is termination insurance only when the failure modes are uncorrelated. What four faceless channels can safely share, and what has to stay separate.
9 min read
Running a virtual influencer as an actual business
A persona account is an operating business: consistency infrastructure, posting ops, a disclosure policy, deal flow and recurring costs. The startup checklist.
9 min read
Safe retries without idempotency keys
There is no Idempotency-Key header. Mint your own batch ID, persist the request ID as soon as you have it, and make timeouts safe without charging twice.
8 min read