Gabo

[Gabo @scaledgabo]

@opinion_bits the oss tools help with the workflows, but for ecommerce ads the agent still needs the real product photo locked before it drafts any variants. otherwise the creative just morphs.

[Gabo @scaledgabo]

@sameer_pendse closing the gap on creative is the hard part. most agent tools still generate without locking the actual product photo first, so the output morphs.

[Gabo @scaledgabo]

@aistartuplabs the 6 agents cover the review side well. the missing piece is still forcing a real photo lock before the creator agent generates the next variants.

[Gabo @scaledgabo]

@ecombender the agent stack is useful, but the part that still breaks is when the creative step skips the real product photo. lock that first or the variants just look off.

[Gabo @scaledgabo]

@qwertyu_alex the agents can draft the ads, but the winning ones still start from a real product photo and one locked benefit. otherwise the variants just morph and the hold dies.

[Gabo @scaledgabo]

agent workflows for ads still waste cycles if the brief skips the product constraints. lock the one real benefit and the photo first, then let it draft the variants. otherwise you just get more morphing creative.

[Gabo @scaledgabo]

@aistartuplabs agents can surface the wasted spend, but the next creative still needs the real product photo locked or the variant just looks off.

[Gabo @scaledgabo]

@swunicorn @TrybeUGC @creatorgenapp the real photo lock is the whole game. without it the in-hand just morphs and the click dies.

[Gabo @scaledgabo]

why the in-hand demo still works for ai ugc: product by second 2, real photo locked so it doesn't morph, avatar just demos one benefit. no fake customer story, just the hold and the cut.

[Gabo @scaledgabo]

@VeenaGandhi9 the checklist is solid. the part that still breaks is the testing cadence. most brands produce the concepts then let them sit instead of forcing a 48h kill decision.

[Gabo @scaledgabo]

@recastaixyz finding the psychological reason first is the hard part most tools still skip. the generation is easy once the angle is real.

[Gabo @scaledgabo]

@Seanfrank the formula is right but most teams still treat testing as a creative volume problem instead of a message isolation problem. one variable at a time or the data lies.

[Gabo @scaledgabo]

most brands treat ai ugc like a volume button. the ones that actually move spend treat it like a testing surface: same hook, 5 product angles, kill after 48h if the hold rate stays flat. volume without a kill switch is just more noise.

[Steve Will Do It @stevewilldoit]

CHOOSING WINNER IN 24 HOURS.

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[Gabo @scaledgabo]

@stevewilldoit 🙏

[Gabo @scaledgabo]

@unlimitedcodex hello

[Token Gremlin @TokenGremlin]

OpenAI is confident in its answer to Opus 5.5 and Fable 5.2, and it's not picking a fight with just one of them.

The plan is to hit both at the same time, with the GPT-6.2 family launching tomorrow.

[Gabo @scaledgabo]

@stevewilldoit @ShaneStoffer give me goodluck

[Steve Will Do It @stevewilldoit]

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[Lovable @Lovable]

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You should.