Shadow Mode

Deploy first.
Decide later.

Put a Cerebral into Shadow Mode and it runs every operation your team runs — without touching production. It reads every ticket, composes every reply, takes every action. Nothing is sent. Nothing is written. You just watch.

Same inputs. Same decisions. The only difference is execution is withheld.
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Shadow mode — not executed
WATCHING
reamaze:send_replySHADOWED
shopify:update_orderSHADOWED
klaviyo:tag_customerSHADOWED
247 actions proposed this week  ·  0 executed
YOU APPROVE → LIVE
Live mode — executing
Active
reamaze:send_replyEXECUTED
shopify:update_orderEXECUTED
klaviyo:tag_customerEXECUTED
247 actions this week  ·  100% autonomous
Most AI systems are tested in sandboxes with fake data. Cerebral runs against your real production flow — and shows you exactly what would have happened.
How it works

Three steps from
observer to operator.

01 · Watch without risk

Enable Shadow Mode on any Cerebral. Run it for a day, a week, or six months. Every decision is visible before it ever touches your systems. You see what it would have done, with full context. You review on your timeline.

02 · Approve incrementally

When you see something you trust, approve that action class. Build confidence one verb at a time. reamaze:send_reply approved. shopify:cancel_order still shadowed. Nothing moves to production until you explicitly say so.

03 · Flip the switch

One toggle. The Cerebral that has been silently working beside your team starts executing for real — with the exact behavior you already verified over days or weeks of shadow operation. No surprises.

Why Shadow Mode exists

The hardest part of
AI deployment isn't technical.

It's trust. Your team doesn't trust it yet. Your customers are real. Your operations can't absorb mistakes. Shadow Mode is the answer to that problem — not documentation, not demos, not sandboxes with fake data.

You run the Cerebral against real tickets, real orders, real customers — and you watch what it does. Then you decide. That's it.

Real data. Real decisions. Zero risk to production.
Every shadowed action logged with full reasoning trace.
Works with dry run — reads pass through, writes intercepted.
Run shadow mode indefinitely — no pressure to go live.
Most enterprise customers start here

Run Shadow Mode for 2-4 weeks alongside your existing team. Compare what the Cerebral would have done vs what your agents actually did. When the agreement rate is where you want it — go live.

Approval gates carry over

Any action class you approved in Shadow Mode stays approved when you go live. Any action you kept shadowed stays blocked until you explicitly release it. Your governance configuration transfers completely.

Works at the verb level

Shadow Mode operates verb by verb — not all-or-nothing. A Cerebral can be live on read operations, shadowed on writes, and blocked on high-risk verbs simultaneously. Granular control at every step.

Watch before
you commit.

Shadow Mode is included in every Cerebral OS deployment. No extra cost, no extra configuration. Just a toggle.

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