AI-COS — Campaign Workflow

Testing harness. Runs the real workflow against live OpenRouter for the demo brand “Hydra” — plan → copy variants → deterministic validation → cross-model critic.

★ Recommended ad

Food Actually Stays Fresher, Longer · meta_feed · ← new brief

Food Actually Stays Fresh
Beeswax wraps that seal in moisture naturally. Your cheese, bread, and produce last longer without plastic.
Shop the Set

Why this one: All three variants are for the wrong product category relative to Hydra's hydration positioning, but variant 2 has the strongest hook, most concrete and specific benefit claims, and cleanest CTA, making it the most persuasive ad copy of the three even though brand-fit is uniformly broken.

All variants the critic compared (3)

Food Actually Stays Fresher, Longer valid ★ chosen

headline Food Actually Stays Fresh
primary Beeswax wraps that seal in moisture naturally. Your cheese, bread, and produce last longer without plastic.
cta Shop the Set
FAIL brand-voice fit — Same category mismatch — beeswax food wraps aren't Hydra's hydration product line.
PASS hook strength — 'Food Actually Stays Fresh' is a punchy, benefit-forward hook.
PASS clarity — Very clear, concrete benefits listed (cheese, bread, produce).
FAIL conversion potential — Strong copy for a wrap brand, but disconnected from Hydra's stated positioning, hurting conversion relevance.

The Last Roll of Plastic Wrap You'll Ever Buy valid

headline The Last Plastic Wrap You’ll Buy
primary Seal leftovers with a reusable beeswax wrap that stays put. Made for cleaner kitchens.
cta Wrap Smarter
FAIL brand-voice fit — Product and copy (beeswax wraps, kitchens) don't match Hydra's hydration/movement positioning at all.
PASS hook strength — 'The Last Plastic Wrap You'll Buy' is a strong, curiosity-driven hook on its own terms.
PASS clarity — Clear product description and benefit, easy to understand.
FAIL conversion potential — Irrelevant to Hydra's actual product/audience, so it won't convert Hydra customers despite being a decent ad in isolation.

Your Fridge, Reorganized: The Visual Upgrade valid

headline A neater fridge, naturally.
primary Skip the crinkled plastic stash. Our beeswax wraps keep produce fresh and shelves polished.
cta Shop the Wrap Set
FAIL brand-voice fit — Again, kitchen wrap copy has nothing to do with Hydra's hydration-for-movement identity.
PASS hook strength — 'A neater fridge, naturally' is a soft but serviceable hook.
PASS clarity — Message is clear and benefit-led for the wrap product.
FAIL conversion potential — Mismatched to Hydra's brand and audience intent, undermining conversion for this brand.

Real cost (from the ledger)

tiermodel servedinoutreasoning$
qualityanthropic/claude-sonnet-5517 4630 $0.005664
bulkdeepseek/deepseek-v4-pro226 520 $0.000555
bulkdeepseek/deepseek-v4-pro224 530 $0.000352
bulkdeepseek/deepseek-v4-pro419 540 $0.000393
criticanthropic/claude-sonnet-51080 8350 $0.010510
total (5 calls) $0.017474

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