Intelligence Architecture

Six systems. One intelligence.

Every action Calso takes flows through an interconnected architecture of specialised AI systems — detecting, deciding, acting, guarding, adapting, and remembering.

PulseCortexOrbitShieldDriftSynapse
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Calso Intelligence

Live

Late delivery pattern: Metro Meats

3 of 5 recent deliveries arrived late · Processing now

Pulsejust now

Cost trend anomaly: Metro Meats +12% over 30 days

Cortex1s ago

Risk: routine · Confidence 0.87 · Auto-executing

Shield1s ago

Spend ✓ Qty ✓ Rate limit ✓ All clear

Orbit2s ago

lead_time updated · order rescheduled +1 day

147

Signals today

38

Decisions made

29

Actions run

The Architecture

How Calso thinks

Data flows clockwise through six specialised systems, with Shield guarding every step.

PulsePattern Intelligence

Continuously scans your business data to detect recurring patterns, cost trends, demand shifts, and supplier anomalies — before they become problems.

CortexDecision Engine

The brain that evaluates every action. Classifies risk, weighs your trust level, applies safety rules, and decides whether to act autonomously or ask you first.

OrbitAction Engine

The part that actually does things. Orbit places orders, calls suppliers, sends emails, updates rosters, and triggers workflows — executing every decision Cortex approves, on schedule or on demand.

ShieldSafety Framework

Enforces spending limits, validates quantities against history, rate-limits communications, and provides full undo/rollback for every action taken.

DriftFeedback Loops

Four self-reinforcing circuits that automatically adjust behaviour based on real outcomes — late deliveries, no-shows, complaints, and menu popularity.

Loops back to Pulse
SynapseMemory & Learning

Persistent knowledge base that stores everything Calso learns — supplier preferences, owner style, seasonal patterns — with confidence decay so stale knowledge fades naturally.

Deep Dive

Inside each system

The specialised intelligence that powers every decision Calso makes for your business.

Pulse

Pattern Intelligence

Continuously scans your business data to detect recurring patterns, cost trends, demand shifts, and supplier anomalies — before they become problems.

  • Order pattern detection from PO history
  • Cost trend analysis across suppliers
  • Customer demand forecasting
  • Staffing gap identification

Cost trend · Metro Meats

30 days ago+12% anomaly detected

Cortex

Decision Engine

The brain that evaluates every action. Classifies risk, weighs your trust level, applies safety rules, and decides whether to act autonomously or ask you first.

  • Real-time risk classification
  • Adaptive confidence thresholds
  • Owner trust level learning
  • AI + hardcoded safety rules
Risk levelRoutine
Confidence
0.87 / 1.00
ModeAuto-execute

Orbit

Action Engine

The part that actually does things. Orbit places orders, calls suppliers, sends emails, updates rosters, and triggers workflows — executing every decision Cortex approves, on schedule or on demand.

  • Places orders & contacts suppliers
  • Sends emails, SMS & makes calls
  • Runs scheduled tasks daily & weekly
  • Retries failed actions automatically
update_supplier_lead_timeDone
reschedule_order → +1 dayDone
log_change → historyDone

Shield

Safety Framework

Enforces spending limits, validates quantities against history, rate-limits communications, and provides full undo/rollback for every action taken.

  • Spending limit enforcement
  • Quantity anomaly detection
  • Communication rate limiting
  • Full undo & rollback
Spend within limit$340 < $500 cap
Quantity validatedWithin ±15% of history
Rate limit clear1st contact today
Rollback savedSnapshot stored

Drift

Feedback Loops

Four self-reinforcing circuits that automatically adjust behaviour based on real outcomes — late deliveries, no-shows, complaints, and menu popularity.

  • Late delivery → lead time buffer
  • No-show → reminder escalation
  • Complaints → staff flagging
  • Popularity → order adjustment
Lead buffer3 days4 days
Reminders
Staff flagNoneTriggered
Order adj.Base qty+20%

Synapse

Memory & Learning

Persistent knowledge base that stores everything Calso learns — supplier preferences, owner style, seasonal patterns — with confidence decay so stale knowledge fades naturally.

  • Semantic search with embeddings
  • 90-day confidence decay
  • 5 learning types tracked
  • Interview-sourced knowledge
pattern85% conf

Metro Meats typically 1 day late

preference92% conf

Owner prefers email for supplier updates

seasonal78% conf

Friday lunch demand +18% above forecast

In Action

Watch it think

Follow a real scenario through the entire intelligence pipeline.

Scenario: Late delivery from Metro Meats

3 out of 5 recent deliveries arrived late

Pattern Detected

Pulse

Step 1 of 6

Pulse spots that Metro Meats has delivered late on 3 of their last 5 orders this month.

Interval variance: 0.4 (above 0.3 threshold)

Your venue deserves an AI that actually thinks.

Six interconnected systems working 24/7 so you can focus on what matters — your customers.

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