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Waste and fleet operations photo

The AI engine

300 scoped AI integrations, each with a brake.

The Trunnion Intelligence Engine embeds Assist, Copilot, and Agent workflows across intake, quote, dispatch, route, service, verify, bill, retain, and portfolio intelligence, with role ownership and guardrails attached to every action.

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Haultro Smart bins · predictive fill ML Live
Sensor command340 assets monitored
24 / 48 / 72 hour forecast active
AssetSiteFillETAAction
#4471 Maple & 5th 92% 26h Route tomorrow
#3120 Cedar yard 74% 3d Hold
#5582 Dock 4 58% 5d Skip
#7740 North retail 81% 2d Watch

What the AI does

Intelligence in every workflow.

AI route optimization

Re-sequences routes against locations, fill levels, traffic, truck capacity, time windows, and landfill cutoffs, with confidence-scored recommendations.

24/48/72h fill forecasting

Forecasts capacity with linear, accelerating, and decelerating patterns, day-of-week analysis, and confidence scoring.

Four-type anomaly detection

Detects Fill Spike, Post-Service Fill, Sensor Drift, and Silent Device events before they cascade into missed service.

Vision AI bin analysis

Analyzes photos for fill percentage validation, waste type, contamination, and physical condition.

Dynamic pickup pricing

Factors fill level, waste type, bin size, urgency, fleet load, time of day, and geographic zone.

Predictive maintenance

Generates component-level predictions, predicted failure windows, urgency scores, and route-aware maintenance scheduling.

Executive intelligence

Streams client, route, margin, retention, and portfolio reports with 30/60/90-day action plans.

Tool-calling AI chat

Can query bins, generate routes, find nearest drivers, and resolve anomalies inside role-based permissions.

Driver cab context for Haultro in-field speech intelligence workflows

Speech intelligence

The truck listens, the phone books, and the record is structured.

The v1.4 blueprint names ElevenLabs Scribe as Haultro's speech intelligence layer: realtime transcription for live calls and in-cab voice, batch transcription for voicemail, inspections, PII redaction, and dispute evidence.

01 Twilio receives call or cab audio
02 Scribe Realtime transcribes live speech
03 Claude interprets intent and runs Haultro tool calls
04 ElevenLabs Voice responds in the operator brand voice
05 Scribe batch enriches recordings with diarization, entities, and PII redaction
Live capture AI receptionist Sub-150ms realtime STT target

Answers inbound calls, captures consent, qualifies the job, runs dynamic pricing, books the work, sends SMS follow-up, and escalates to a human when the call leaves the script.

SpeakerCSR / Intake
IntentBook pickup
GuardrailConsent + price band
RecordJob + SMS follow-up

How it works

Agents that analyze, advise, and report.

01

Tier 1

Predictive intelligence

Fill forecasting, anomaly detection, and predictive fleet maintenance turn operational history into alerts before the problem is visible.

02

Tier 2

Operational AI

Route optimization, dynamic pricing, Vision AI, and field recommendations sit inside dispatch, driver, and customer workflows.

03

Tier 3

Executive intelligence

Streaming strategy reports, client re-engagement, churn risk, expansion plays, and portfolio benchmarking brief leadership.

Autonomy model

Automation grows only where trust is earned.

The blueprint intentionally weights the catalog toward Assist and Copilot first. Agent actions are reserved for bounded work, logged, and overridable by the owning role.

100 integrations

Assist

Surfaces information or a suggestion while a human takes the action.

129 integrations

Copilot

Drafts an action for one-click human approval with context and records attached.

71 integrations

Agent

Acts autonomously inside a stated guardrail, logs the action, and stays overridable.

Lifecycle map

Where the AI attaches to the operation.

Each integration is anchored to a lifecycle stage and role, so intelligence appears where the team actually works: dispatch board, driver app, customer portal, billing queue, SLA review, or executive cockpit.

Stage 01 Intake 38 integrations
Stage 02 Quote 32 integrations
Stage 03 Dispatch 40 integrations
Stage 04 Route 28 integrations
Stage 05 Service 32 integrations
Stage 06 Verify 38 integrations
Stage 07 Bill 32 integrations
Stage 08 Retain 32 integrations

FAQ

The AI, answered.

What is the Haultro AI engine?

A multi-tier AI built into the platform, with department-level agents that analyze, advise, and report across dispatch, fleet, and billing, then roll insights up to an executive view. It optimizes routes, predicts fill and maintenance, scores profitability, and answers questions in plain language.

Is it a separate product or built in?

Built in. The intelligence lives inside the workflows your team already uses, not in a separate analytics tool, so predictions and prescribed actions show up where the work happens.

Does my data stay private?

Yes. Your operating data sits in your per-tenant workspace with role-based access control, encrypted in transit and at rest. See the security page for details.

Do I have to trust the AI blindly?

No. The blueprint splits AI into Assist, Copilot, and Agent levels. Every scoped integration has a trigger, owning role, autonomy tier, guardrail, and human override path.

Get started

Put the AI to work on your routes.

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