Governed category logic with full lineage.
Turn product feeds into rule‑locked category outputs with version control and run history. Built for enterprise teams that need repeatable results.
- Rules-based outputs with approval controls
- Full run history with clear lineage
- Operational speed with consistent results
Category logic built for audit.
Replace spreadsheet logic with governed rules, versioned runs, and clear lineage.
Category managers
Standardize logic across assortments with rules that survive turnover.
Ecommerce operations
Reduce rework and release faster with stable outputs.
Governance & compliance
Audit-ready decisions with clear lineage.
A decision system, not a dashboard.
Versioned rules, immutable run history, and accountable outputs at scale.
- Logic files are controlled and versioned.
- Runs are recorded with immutable history.
- Outputs are tied to exact inputs and logic.
What buyers care about
- Evidence trail per run.
- Deterministic, policy‑locked outputs.
- Security controls that are audit‑ready.
- Clear rollback to prior versions.
Proof, not promises.
What’s live now and visible in production.
- Policy validators enforced at run time.
- Golden test suites with automatic drift detection.
- Prompt + model version recorded per run.
- Immutable run history and audit logs.
- Per‑tenant storage isolation and access control.
Next 90 days
- Secrets manager + key rotation.
- SBOM + dependency scanning in CI.
- Retention + delete controls by tenant.
- Metrics, traces, and SLO alerts.
- Security readiness pack.
Workflow without noise
Straight path from feed to approved export.
Load the feed. Lock the inputs.
Governed include/exclude rules.
Spot issues before execution.
Consistent execution at scale.
Traceable history and evidence.
Approved outputs to downstream teams.
Platform layers that matter
Focused modules mapped to enterprise workflows. No filler.
What this replaces
- Manual spreadsheets and tribal knowledge.
- Untraceable rule changes.
- Ambiguous categorization decisions.
- Audit exposure during governance review.
Security and evidence built in.
SRP authentication, enforced MFA, WAF protections, and immutable run history.
- Short‑lived sessions and strong auth.
- Threat filtering and rate controls.
- Traceable change history per run.
Controls that survive diligence
Straightforward evidence you can show a buyer, security team, or auditor.
Secrets and key hygiene
Managed secrets, rotation-ready, no plaintext secrets in config.
Tenant isolation
Separate storage prefixes, explicit isolation assertions, and per‑team quotas.
Retention and delete
Per‑tenant retention windows plus admin deletion on request.
SBOM and vuln scan
SBOM export and optional vulnerability scan for buyer review.
Observability
Structured logs, request metrics, and SLO visibility.
Operational summary
Policy contracts, golden tests, and versioned runs for reproducibility.
Live trust posture
Operational proof points, surfaced as signal not volume. Built to pass procurement scrutiny.
Assigned and excluded are both 100% confidence outputs. Ambiguity reflects input detail in product names, not model quality.
Runtime guardrails
These gates hard-stop invalid output before it ships.
Compliance posture
- DPA: --
Operations
- SLA target: --
- Support model: --
- Incident playbook: --
Integrity
- SBOM: --
- Vuln scan: --
- Dependency pinning: --
Operational pack
Latest validation and runtime outputs in one bundle.
Status feed
Transparent reporting for buyer diligence.
- No incidents reported in the last 90 days.
Enterprise rollout, without drag
A clear path to production with procurement-visible milestones.
Scope logic + governance requirements.
Run against a targeted catalog slice.
Lock rules and scale runs.
Extend to additional teams.
Ongoing audit and review cycle.
Continuous rule improvement.
Operational impact
No hype. Measurable gains teams can verify.
Risk removed
- Governed inputs and outputs
- Auditable run history
- Stable logic across teams
Time returned
- Fewer manual recategorizations
- Shorter release cycles
- Fewer stakeholder cycles
Trust increased
- Clear decision lineage
- Governance built in
- Procurement-ready controls
Pricing for enterprise scale
Four tiers aligned to catalog volume, governance depth, and support. Pricing scales with usage.
- Core Logic Studio + Run History
- Governed rules and audit trail
- Standard security controls
- Shared success onboarding
- Overage: $0.009 / row
- All Foundation features
- Expanded governance workflows
- Advanced run comparisons
- Priority support SLAs
- Overage: $0.006 / row
- All Growth features
- Dedicated governance pathways
- Custom export formats
- Security reviews included
- Overage: $0.0045 / row
- All Enterprise features
- Strategic roadmap alignment
- Custom governance dashboards
- Executive sponsorship
FAQ
Straight answers for enterprise stakeholders.
How is this different from spreadsheets'
Spreadsheets don't govern change or preserve lineage. AiCategoryEngine locks logic, records runs, and keeps decisions traceable.
Is the output explainable'
Yes. Every output is tied to a specific rule set and retained for audit review.
How fast can we deploy'
Once data and governance inputs are aligned, teams can pilot quickly and scale with confidence.
What security controls are built in'
SRP authentication, enforced MFA, WAF protections, and immutable run logging are included.
Who can change logic'
Role-based approvals and run history keep changes governed and traceable.
What data do you need to start'
Product feed exports, identifiers, and any existing taxonomy rules.
Ready to evaluate against your data'
Share your catalog context and we will tailor a walkthrough.