AI commerce infrastructure
Intelligence that operates.
DreamHire is building a new class of AI operator—software that understands your commerce business, reasons over real evidence, and turns the next best action into accountable work.
Evidence-led Human-governed Built for Amazon US + Canada
DDreamHire intelligenceObserving commerce Systems nominal
ObserveEvery relevant signalReasonAcross goals and constraintsActOnly inside explicit authorityVerifyEvery result, end to end
A new operating layer
From static dashboards to intelligent operations.
The next generation of commerce software should not merely visualize what happened. It should understand why, propose what comes next, and make every decision inspectable.
Evidence before action
Recommendations begin with reconciled source data, not a model guess.
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.
First operatorBidFuryby DreamHire
Amazon advertising with a brain—and a conscience.
BidFury brings campaign evidence, recommendations, simulations, guardrails, and durable audit history into one AI-native Amazon PPC control room.
- ✓ Reconciled Amazon Ads evidence
- ✓ Explainable optimization decisions
- ✓ Human-controlled autonomy
Read-only private pilotAmazon US + Canada
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
Our thesis
“Autonomy should be earned through evidence—not assumed through confidence.”
Useful AI is not a black box with permission to act. DreamHire separates intelligence, policy, authority, execution, and verification so commerce teams can move faster without surrendering control.
Private access
Meet the operator your commerce business has been waiting for.
Join the DreamHire waitlist for product progress, private-pilot openings, and early access to BidFury.