What Can AI Agents Do for Logistics and Drayage Operations?
Mid-size logistics operations leak revenue through vendor billing errors, dispatch friction, and compliance overhead. AI agents take the routine work off your team.
Who Does Techne Build Logistics AI Agents For?
Operations managers and dispatch supervisors at mid-size drayage and trucking companies (50–500 trucks, $10M–$100M revenue) running dispatch off spreadsheets and institutional knowledge, and losing drivers because the admin burden is unsustainable.
Fleet owners and VP of Operations who know they're overpaying vendors but can't prove it without pulling invoices manually. Our Vendor Reconciliation Agent surfaces the discrepancies (unauthorized accessorials, detention overcharges, off-contract rates) that slip through when AP reviews invoices by hand.
Safety and compliance managers spending hours every week on DOT documentation, HOS tracking, and inspection prep, most of which is pattern-based and should be automated.
If dispatch is your bottleneck, compliance documentation is always behind, or you suspect vendor overbilling and can't prove it, we built agents for exactly this.
What AI Agents Does Techne Build for Logistics?
We build AI agents that automate the operational and administrative tasks slowing down your logistics operation. Each agent automates a specific operational decision point where speed and accuracy drive margin.
Dispatch Automation Agent
Matches loads to carriers based on capacity, location, cost, and performance history. Surfaces the best carrier options instantly so dispatch stops being a phone-and-spreadsheet exercise.
The agent monitors carrier availability in real time, factors in deadhead miles and equipment type, and ranks options by total cost and reliability. Your dispatch team focuses on exceptions and relationship management instead of manual load matching.
Route Optimization Agent
Analyzes traffic, weather, fuel costs, and delivery windows to optimize routes in real time. Reduces fuel and labor costs by rerouting drivers around delays and consolidating stops as conditions change.
The agent continuously recalculates routes as conditions change, rerouting drivers around delays and consolidating stops for maximum efficiency. It integrates with your telematics and GPS systems so drivers get updated instructions automatically.
Compliance Reporting Agent
Drafts DOT compliance reports, tracks driver hours, and monitors safety metrics across your fleet. Automates the pattern-based documentation your team currently handles manually, with your safety lead reviewing before submission.
The agent pulls data from ELD devices and driver logs, flags potential HOS violations before they happen, and drafts audit-ready reports on demand. Your safety and compliance team spends time on strategy instead of paperwork.
Vendor Reconciliation Agent
Matches invoices against contracts and delivery confirmations automatically. Flags discrepancies (unauthorized accessorials, off-contract rates, detention overcharges) and prevents overpayment.
The agent cross-references rate confirmations, accessorial charges, and detention fees against your contracted terms. It generates exception reports for your AP team to review, so you only pay what you owe.
Demand Forecasting Agent
Analyzes historical patterns, seasonal trends, and market signals to predict capacity needs. Helps you position assets where demand is heading instead of reacting after the fact.
The agent monitors booking trends, economic indicators, and shipper behavior patterns to forecast volume weeks in advance. You stop reacting to capacity shortages and start planning ahead of them.
What Logistics Challenges Does Techne Solve?
These are the operational inefficiencies that compound with every load, route, and invoice.
- Manual dispatch bottlenecks. Dispatchers spending hours matching loads to carriers by phone and spreadsheet, missing opportunities and leaving money on the table.
- Route inefficiency. Drivers running suboptimal routes because planning can't keep up with real-time conditions like traffic, weather, and last-minute changes.
- Compliance documentation burden. Safety teams buried in DOT paperwork, HOS tracking, and audit preparation that pulls them away from proactive safety management.
- Vendor billing disputes. Invoices that don't match contracts, accessorial charges that shouldn't be there, and detention fees that slip through because nobody has time to check every line item.
- Capacity planning guesswork. Reactive fleet positioning based on gut feel instead of data-driven forecasting, leading to empty miles and missed revenue.
- Driver retention issues from administrative burden. Experienced drivers and dispatchers leaving because they spend more time on paperwork and data entry than on the work they were hired to do.
How Do AI Agents Integrate with Logistics Systems?
Our agents connect to the TMS, telematics, and fleet management systems your operation already runs on. We take an API-first approach, building automation on top of your existing infrastructure instead of replacing it.
We integrate with major TMS platforms including McLeod, TMW, and MercuryGate. For telematics and ELD data, we connect to Samsara, Motive, and similar platforms. GPS and mapping APIs provide real-time location and routing data. Everything flows into a unified data layer so your agents have complete operational visibility.
Your accounting and AP systems connect through the same integration layer, so vendor reconciliation and financial reporting happen automatically. No more re-keying data between systems or reconciling spreadsheets at month-end.
What Technologies Do You Use for Logistics AI Agents?
We integrate with the systems your operation already uses, then add automation on top. The stack we recommend depends on your existing infrastructure, data sources, and the workflows you want to automate.
What Systems Do Techne's Logistics Agents Integrate With?
Our logistics agents integrate with the TMS platforms you're already running (McLeod, TMW, MercuryGate) plus telematics from Samsara and Motive, ELD data for HOS compliance, and GPS/mapping APIs for route optimization. We build on Snowflake for the data layer and Langfuse for agent monitoring. No rip-and-replace required.
Frequently Asked Questions
How much does a logistics AI agent cost?
Every engagement is scoped to fleet size, system complexity, and the number of agents. Pilots typically run 4–6 weeks; production deployments with TMS integration 8–16 weeks. The shortest path to a real estimate is a 30-minute conversation.
Can AI agents integrate with our TMS?
Yes. We integrate with McLeod, TMW, MercuryGate, and most major TMS platforms via API. If your system supports API access or EDI, we can connect to it and build automation on top of your existing workflows.
How long does deployment take?
A pilot agent with limited scope can be deployed in 4–6 weeks. Production agents with TMS integration, telematics connectivity, and operational validation typically take 8–16 weeks depending on the complexity of your systems and data sources.
Will AI agents replace our dispatchers?
No. Our agents handle routine decisions and data processing: load matching, paperwork, compliance documentation, and invoice reconciliation. Your dispatchers focus on exceptions, carrier relationships, and complex situations that require human judgment.
What ROI can we expect?
ROI is driven by reduced fuel costs, fewer billing errors, and improved fleet utilization. The biggest single line item is typically vendor reconciliation — catching invoicing errors, unauthorized accessorials, and detention overcharges that slip through manual AP review.
Do you handle real-time data?
Yes. Our agents process real-time feeds from GPS, telematics, and TMS systems for dynamic decision-making. Route optimization and dispatch agents update continuously as conditions change, so your operation responds to disruptions in minutes instead of hours.
What Does Our Logistics Work Look Like?
See what we build: explore our case studies for logistics examples.