Haultro AI Engine. Trunnion multi-tier artificial intelligence architecture for waste management. Haultro by Viceroy NM provides 12 plus AI features across 3 providers (Anthropic Claude, OpenAI, Google) organized into three intelligence tiers. Tier 1 Predictive Intelligence includes AI fill predictions with 24/48/72-hour forecasting and confidence scoring, 4-category anomaly detection (Fill Spike, Post-Service Fill, Sensor Drift, Silent Device) with IoT hardware sensor integration coming soon and the platform engine fully built and ready, and predictive fleet maintenance with daily batch analysis. Tier 2 Operational AI includes smart route optimization analyzing fill levels, locations, traffic, and truck capacity, dynamic AI pricing with 7 variables (fill level, waste type, bin size, urgency, fleet load, time, zone), and Vision AI bin analysis powered by Claude Vision for fill percentage, waste type, contamination, and condition assessment. Tier 3 Executive Intelligence includes Viceroy Intelligence Engine streaming AI reports with 30/60/90-day action plans, client re-engagement analysis with churn prediction, and portfolio intelligence for cross-organization benchmarking. The Haultro AI Chat uses tool calling to take real system actions through natural language including query_bins, generate_route, find_nearest_driver, and resolve_anomaly. Additional AI features include client health scoring with 0 to 100 composite scores, contract pricing suggestions, and service optimization recommendations. Per-organization AI provider configuration available for enterprise deployments.

Multi-Provider AI Architecture

Meet Trunnion.
Your AI co-pilot.

A multi-tier intelligence engine with 12 plus AI features across 3 providers. Department-level agents analyze, advise, and report. Then roll insights up to the executive level.

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12+
AI features
3
AI providers
3
Intelligence tiers
4
Anomaly categories
The Provider Network

Three providers. One brain.

Each AI provider was selected for its specific strengths. Trunnion routes the right model to the right job, automatically. Per-organization configuration available for enterprise deployments.

Vision · Reports · Chat

Anthropic Claude

Powers Vision AI bin analysis, streaming intelligence reports, and the AI Chat with tool calling. Selected for its reasoning depth and structured output reliability.

Routing · Predictions

OpenAI

Powers route optimization and predictive ML models. Selected for its mature function-calling APIs and broad ecosystem of fine-tuned predictive models.

NLP · Extraction · Analysis

Google AI

Powers natural language processing, data extraction, and statistical analysis pipelines. Selected for its strength on structured data tasks at scale.

Aerial view of waste collection operations monitored by Haultro Trunnion AI predictive intelligence
Tier 01 Predictive

Predictive Intelligence.

AI that sees the future of your operations. Fill-level forecasting, anomaly detection, and smart scheduling that prevents problems before they happen.

01
AI Fill Predictions
Statistical and ML models forecast bin capacity 24, 48, and 72 hours ahead with confidence scoring.
02
4-Category Anomaly Detection
Fill Spikes, Post-Service Fill, Sensor Drift, and Silent Device. Detection engine built and ready for when hardware connects.
03
Predictive Maintenance
Daily batch analysis of vehicle mileage, service history, and specs to predict failures before they happen.
MACK waste hauler truck on AI-optimized Haultro route with Trunnion operational intelligence
Tier 02 Operational

Operational AI.

AI that optimizes every route, prices every pickup, and analyzes every bin photo. Real-time operational intelligence that makes your fleet smarter every day.

04
Smart Route Optimization
Analyzes bin fill levels, locations, traffic, and truck capacity for optimal stop sequences.
05
Dynamic AI Pricing
Real-time pickup pricing based on bin size, urgency, fleet load, time of day, and zone.
06
Vision AI Bin Analysis
Claude Vision analyzes uploaded bin photos for fill percentage, waste type, contamination, and condition.
Enterprise team reviewing Haultro Trunnion executive intelligence reports and portfolio analytics
Tier 03 Executive

Executive Intelligence.

AI that thinks like a consultant. Streaming strategy reports, client health analysis, and portfolio-wide insights that inform boardroom decisions.

07
Viceroy Intelligence Engine
Deep streaming AI reports for individual clients or entire portfolios with 30/60/90-day action plans.
08
Client Re-Engagement Analysis
Identifies at-risk clients with churn prediction (Low to Critical) and AI-generated retention strategies.
09
Portfolio Intelligence
Cross-organization insights, comparative analytics, and benchmarking for franchise operators.
Conversational AI

Talk to your data. Get things done.

The Haultro AI Chat is a conversational assistant with tool-calling capabilities. It does not just answer questions. It takes action. Query bins, generate routes, assign drivers, fetch predictions, and resolve anomalies through natural language.

Server-Sent Events for real-time streaming responses
Tool-calling for bins, routes, drivers, and predictions
Safety guardrails with input sanitization and iteration limits
Role-based access. Full for admins, read-only for drivers
Haultro AI Chat Trunnion v3
Which bins in Zone A are above 80% and need service today?
Calling: query_bins({zone: "A", fill_min: 80})
Found 6 bins above 80% in Zone A. Bins #847 (92%), #312 (88%), and #1205 (85%) are the most urgent. Want me to generate an optimized route for these?
Yes, assign it to the nearest available driver.
Calling: find_nearest_driver({zone: "A"})
Calling: generate_route({bins: [847,312,1205], driver: "M. Chen"})
Done. Route A-15 created with 6 stops, assigned to M. Chen (2.3 mi away). Estimated completion: 2h 10m. Route pushed to driver's mobile portal.
All AI Capabilities

12+ AI features. Zero gimmicks.

Every AI feature solves a real operational problem. Click any card to see how it works.

Frequently Asked

AI Engine questions, answered.

What technical buyers and operators ask about Trunnion before they sign up.

What AI features does Haultro include?
Haultro includes 12 plus AI features powered by 3 providers (Anthropic Claude, OpenAI, Google): AI fill predictions with 24/48/72-hour forecasting, 4-category anomaly detection (engine built and ready, IoT hardware coming soon), smart route optimization, dynamic pickup pricing with 7 variables, Vision AI bin analysis, predictive fleet maintenance, AI chat with tool-calling, streaming intelligence reports with 30/60/90-day action plans, client health scoring with churn prediction, contract pricing suggestions, portfolio intelligence for cross-org benchmarking, and service optimization recommendations.
What is Trunnion AI?
Trunnion is Haultro's multi-tier AI engine operating at three levels: Predictive Intelligence (fill forecasting, anomaly detection, maintenance predictions), Operational AI (route optimization, dynamic pricing, vision analysis), and Executive Intelligence (streaming reports, client re-engagement analysis, portfolio insights). It uses Anthropic Claude, OpenAI, and Google AI providers, configurable per organization.
Can Haultro's AI chat take real actions?
Yes. The Haultro AI Chat uses tool-calling capabilities to take real system actions through natural language. It can query bins, generate optimized routes, assign drivers, fetch predictions, and resolve anomalies. Responses stream via Server-Sent Events with safety guardrails including input sanitization, iteration limits, and role-based permissions.
How does Haultro's Vision AI work?
Haultro's Vision AI uses Anthropic's Claude Vision to analyze photos uploaded to bins. It performs four types of analysis: fill percentage estimation, waste type identification (C and D debris, household, recyclables, organic), contamination detection (identifying prohibited materials in recycling streams), and physical condition assessment (damage, wear, graffiti, maintenance needs). Vision AI works from manually uploaded photos today; automatic sensor-based image capture is planned for when IoT hardware integrations launch.
What AI providers does Haultro use?
Haultro uses three AI providers: Anthropic Claude for Vision AI bin analysis, streaming intelligence reports, and AI chat with tool calling; OpenAI for route optimization and predictive models; and Google AI for natural language processing, data extraction, and analysis. Enterprise deployments can configure AI providers per organization.
How does Haultro predict client churn?
Haultro's Client Health Scoring assigns each client a composite 0 to 100 score computed from service frequency adherence, SLA compliance rate, payment patterns, and engagement metrics. AI classifies every client into Low, Medium, High, or Critical churn risk categories. Score drops trigger automatic alerts before clients reach the point of no return, giving account managers time to intervene with AI-generated re-engagement strategies.
From Demo To Deployment

See Trunnion AI in action.

Book a demo and we will show you how 12 plus AI features transform waste operations. From predictive fill analytics to natural language route generation.

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