// The Agentic AI Runtime · Built into the platform

Agents that run the operation.
Not dashboards that watch it.

Innfini ships with a fleet of pre-built AI agents tuned for the work operations teams actually do — and an Agent Builder so your team can ship a new one in an afternoon.

12+
Pre-built agents
~4hr
Idea → production
100%
Audit-logged decisions
Plans Reasons Acts Explains
// Day-one agents

A fleet of agents. Already on the job.

Each one understands a job your operators already do — connected to your sensors, your systems and your SOPs from day one. Drop into a deployment, assign permissions, and the agent goes to work.

01 · Logistics

Supply Chain & Logistics

Re-routes shipments around delays, optimizes loads, books carriers, and reconciles ASN vs. POD discrepancies the moment they appear.

  • Auto-re-route on weather / port disruption
  • Carrier scoring & auto-booking
  • ASN ↔ POD reconciliation
02 · Procurement

Procurement

Drafts RFQs, scores suppliers against contract terms, and flags maverick spend before it leaves your team's queue.

  • Auto-RFQ & bid comparison
  • Supplier risk & compliance scoring
  • Maverick-spend detection
03 · Safety

Emergency Response

Detects incidents from vision and sensor fusion, dispatches the right team, and broadcasts the right SOP — within seconds, every time.

  • Real-time incident detection
  • SOP-aware dispatch playbook
  • Multi-channel broadcast (SMS, PA, radio)
04 · Orchestration

Coordinator

Owns the hand-offs. Generates shift reports, schedules cross-team syncs, prepares meeting briefs, and chases status across every system.

  • Shift & daily-stand-up briefs
  • Cross-system status chasing
  • Auto-meeting prep packs
05 · Assets

Maintenance & Asset Health

Predicts equipment failures before they happen, schedules the technician, orders the part, and books the downtime window.

  • Failure prediction (vibration, temp, dwell)
  • Auto-WO & technician routing
  • Spare-parts pre-ordering
06 · Quality

Quality & Compliance

Watches every line, every batch, every shipment. Flags anomalies against spec, files the paperwork, and keeps the audit trail clean.

  • Vision-based defect detection
  • Auto-NCR & CAPA generation
  • Continuous compliance evidence
07 · Inventory

Inventory & Stock Count

Reconciles physical vs. system stock continuously. Pinpoints the SKU, the zone, the cause — and proposes the cycle count.

  • Continuous physical-to-system reconcile
  • Variance root-cause attribution
  • Smart cycle-count proposals
08 · Field

Field Operations

Routes crews and dispatches jobs based on real-time location, skill, and SLA pressure. Captures completion with photo + signature.

  • SLA-aware crew routing
  • Skill & certification matching
  • Photo + e-sign completion capture

… and a growing library of specialists: Warehouse Putaway · Yard & Dock · Customer Ops · Energy & Sustainability · Workforce & Safety · Pricing & Margin. Each one inherits the same runtime, the same audit trail, and the same Agent Builder so your team can fork & tune it.

// Architecture · How it works

Five layers. One continuous loop.

Every agent on Innfini runs through the same five-layer runtime. Model-agnostic at the top. Sensor-aware at the bottom. Auditable end to end.

L5 Reasoning Plan · decide · explain
Multi-model planner. Claude · GPT-4o · Llama 3 · on-prem — routed per task, per cost target, per data-residency rule. Chain-of-thought with structured tool-use, retry on failure, fallback on timeout.
Claude 3.5GPT-4oLlama 3.1 70BOn-prem fallback
L4 Tools Connectors · APIs · actions
50+ first-class connectors. ERP (SAP, Oracle, NetSuite), WMS (Manhattan, Blue Yonder), MES, SCADA, Slack, Teams, JIRA, ServiceNow, Maps, CCTV, RFID, BLE. Custom tools via OpenAPI in <30 minutes.
SAPManhattanSCADASlackJIRACCTV / vision+ OpenAPI
L3 Memory Graph · vectors · temporal
Object & event graph keeps a living model of every thing, place, person and state change. Vector store for SOPs & docs. Temporal index for "what was true at 14:32 last Tuesday."
Event graphVector storeTemporal indexReplay
L2 Policy Guardrails · RBAC · approvals
Every action is gated. RBAC scopes, action approvals, kill-switches, monetary & rate caps. SOC 2 Type II + GDPR + HIPAA audit trail. Nothing leaves the runtime without a policy match.
RBACAction approvalsKill-switchSOC 2 · GDPR · HIPAA
L1 Observability Ledger · cost · A/B
A decision ledger for every step every agent ever takes. Token spend, latency, per-tool success rate, prompt diffs, model-version A/B — all queryable, all exportable, all in real time.
Decision ledgerToken spendPer-tool successModel A/B
// Agent Builder · No-code workflow

Build your own agent. In an afternoon.

A visual builder for ops teams — no Python, no MLOps. Describe the goal, pick the tools, set the guardrails. The runtime handles planning, retries, fallbacks, logging and rollout.

  1. 01
    Define the goal

    Plain English. "Keep dock-door dwell under 22 minutes." The builder turns it into a measurable objective with success criteria.

  2. 02
    Connect tools & signals

    Pick from 50+ connectors and any sensor source already on Innfini. Agent gets typed inputs and tool schemas auto-generated.

  3. 03
    Set the guardrails

    RBAC, approval thresholds, monetary caps, rate limits, escalation paths. Test in shadow-mode against last 30 days of live data.

  4. 04
    Deploy & observe

    Promote to production with one click. Every decision streams to the ledger. Roll back, A/B test, or fork at any time.

200+ custom agents shipped across customer deployments in the last 18 months.

See the Agentic AI Runtime in your environment.

A 60-minute architecture review with our solutions team. We map your sensors, your systems, and the workflows where agents move the needle.