From forecast to replenishment—with guardrails
Demand signals, vendor SLAs, and inventory actions in one orchestrated loop.
Supply shocks and planner turnover make static spreadsheets a liability.
The Challenge
Forecasts live in spreadsheets, while execution systems (ERP, WMS, TMS) lag reality. Alerts are noisy; buyers lack a single place to see risk, commitments, and alternatives.
The Innovoco Solution
We connect forecasting agents and rules to ERP and supplier portals, adding human approvals for large buys or sole-source changes. Playbooks encode thresholds, escalation paths, and logging for retrospectives.
Phase 1 — Signal quality
Align on hierarchy, lead times, and KPIs. Backtest models against recent disruptions—not only smooth periods.
Phase 2 — Close the loop
Automate reorders within bands; surface exceptions with recommended actions and supplier context.
Key implementations
Vendor SLA tracking
Monitor OTIF, penalties, and alternate sources with proactive nudges.
Scenario planning
What-if runs for demand spikes, port delays, or commodity moves.
Safety stock policies
Codify service levels by SKU class; avoid one-size overrides.
Human gates
Require approval for overrides beyond policy or during blackouts.
Post-mortems
Structured logs for stockouts and expedites to feed model and process updates.
Technical innovation
Agent graphs coordinate data pulls, simulations, and write-backs with idempotent APIs—so partial failures do not double-order or leave systems inconsistent.
Impact
- Improved fill rates and reduced expedited freight on pilot lanes.
- Planner time shifted from spreadsheet wrangling to exceptions and supplier collaboration.
- Earlier visibility to shortages—days or weeks of lead time recovered.
- Shared metrics for finance and ops on inventory risk.
Forecast and replenishment finally speak the same language. Planners spend time on exceptions and suppliers, not reconciling spreadsheets.
— VP Supply Chain (anonymized)
Explore this outcome on your stack
We map scope, guardrails, and rollout to your data boundaries and teams—practical next steps, not a generic slide deck.
More case studies
Explore adjacent patterns from the same production playbook.
Executive & self-serve analytics
NL queries over the warehouse—governed access, citations, audit trails.
Read more
Customer support & voice
Triage, sentiment-aware routing, CRM-grounded answers at scale.
Read more
Regulated onboarding (KYC / AML)
Document intelligence, exception queues, immutable evidence for auditors.
Read more