Evidence before action
Recommendations begin with reconciled source data, not a model guess.
DreamHire
AI operators for modern commerce.
DreamHire builds focused software that can observe complex operations, recommend the next move, and earn greater autonomy inside boundaries people control.
BidFuryby DreamHire Private pilot
Amazon advertising, under intelligent control.
BidFury is our first commerce operator: a control room for Amazon PPC evidence, recommendations, simulations, and carefully gated automation.
MarketsUS + CanadaCurrent modeRead onlyDecisionsAuditable
Explore the control room How we build
Autonomy should be earned, not assumed.
The useful version of AI does more than produce an answer. It knows which evidence matters, what it is allowed to change, and how to prove what happened.
Authority stays bounded
Explicit guardrails, approval gates, and emergency stops define what automation may do.
Every decision is inspectable
Inputs, policy decisions, actions, and verification belong in one durable audit trail.
Our first operator
Built for the moment after the dashboard.
BidFury brings the evidence, decision queue, guardrails, and audit history into one Amazon PPC workspace.
ADVERTISING INTELLIGENCEAccount control roomCA · CAD
Ad spend$4,280ObservedAttributed sales$19,640ReconciledACoS21.8%On target
Spend and sales
Guardrails✓ Writes disabled✓ Evidence verified✓ Audit ledger on
Campaign signalsBrand defence · Exact18.4%HealthyCore category · Auto24.1%WatchingProduct launch · Research—Learning
Illustrative interface using controlled data. Live Amazon advertising writes are not enabled in the current private pilot.
BidFury by DreamHireSee how accountable PPC automation takes shape.Explore BidFury