stage 04 · analysis & optimization

Live signal in. Budget and creative decisions out.

Optimization does not wait for a weekly review call. As live performance comes in, budget shifts, creative refreshes and audience adjustments trigger automatically - and every one is logged with the reason it fired.

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how decisions get made

One optimizer, watching every campaign in real time.

Optimization runs continuously against a signal window that considers spend, click-through rate, add-to-cart rate, real conversion rate and net revenue - all at the creative level.

When a variant clears its threshold, budget flows toward it. When one drops below the floor, it is paused and a fresh variant is queued in from the generation stage.

Signal window is per-creative, not per-campaign
Budget shifts are bounded - no single variant runs away with all spend
Fatigue detection triggers regeneration before performance collapses
Every action gets a reason line - visible, auditable, and reversible

Optimization events

Budget shifted

just now

Meta creative B outperforming A by 38% - budget rebalanced +$12/day.

Creative retired

12m ago

Image variant #3 CTR dropped below floor - swapped for fresh variant.

Audience expanded

34m ago

Lookalike (2%) added on top-performing hook - $8/day trial budget.

Every decision is logged with the signal that triggered it.

worked example

One optimization decision, shown with its reasoning.

Real decisions run continuously. This is one, unpacked - the type of thing that fires many times a day, per product, without a human touching the campaign.

step 01

Signal

CTR drop

Meta creative A - CTR fell from 1.8% to 0.9% over 72h at $250 spend.

step 02

Threshold

Below floor

Product-level floor was 1.2%. Fatigue detection triggered.

step 03

Decision

Rotate

Creative A paused. Variant D queued in from generation stage.

step 04

Reason logged

Auditable

Every step above stored on the campaign timeline, viewable any time.

what the operator sees

A live view of every decision, and the ability to override.

Optimization is autonomous by default. It is not opaque. Everything the factory does is visible on a per-product timeline - with the signal, the threshold, and the action.

Any decision can be overridden. Pin a variant on, block a budget shift, force a creative refresh. The optimizer respects your overrides and keeps its reasoning intact around them.

Per-product timeline of every optimization action
Filter by decision type - budget, creative, audience, pause
Manual override on any variant, campaign, or platform
Weekly digest sent to your inbox if you want the summary

This week - optimizer digest

42 budget shifts across 18 products - net +$220/day flowing to top variants.
9 creatives retired due to CTR drop or add-to-cart floor breach.
5 new lookalikes activated from top-hook audiences.
3 fresh variants generated to replace fatigued ads.

what the optimizer covers

Not just budget. Every lever that moves ROAS.

Budget rebalancing

spend

Spend shifts between platforms, ad sets, and creatives based on live per-variant profitability.

Creative rotation

freshness

Fatigued variants are retired and replaced from the generation stage - before performance drops off a cliff.

Audience expansion

reach

Lookalikes and interest expansions are activated when core audience efficiency starts to plateau.

Bid strategy tuning

bidding

Bid caps and target ROAS values are adjusted per campaign based on live cost efficiency.

Anomaly detection

safety

Sharp spend spikes, tracking gaps, or approval reversions get flagged and paused pending review.

Signal-triggered regeneration

regenerate

When a hook stops working, generation runs a fresh set with a different angle - not a rerun of the same idea.

common questions

About how automatic optimization actually behaves.

How aggressively does it shift budget?

Budget shifts are bounded by a per-product floor and ceiling that you set. A winning creative cannot take more than a defined share of daily spend in any single day - so anomalies do not cascade.

Can I stop it from touching a specific campaign?

Yes. Any campaign, ad set, or creative can be pinned. Pinned items are excluded from optimization decisions but still tracked for reporting.

What if the optimizer disagrees with me?

Manual overrides always win. The optimizer will log its preferred action, respect your override, and keep observing - so you can see over time whether your intuition or the signal was closer.

How long before I see meaningful optimization?

Rotation and budget shifts start within days of launch. Meaningful compounding shows in weeks, not hours. Results vary by product, market, and starting audience quality.

Hand over the daily calls. Keep the strategic ones.

You set the guardrails - budget floors, must-hit ROAS, priority products. The optimizer runs inside them.

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