AI Integration & Chatbots for Logistics
LLM-powered products and intelligent agents. Engineered for Logistics.
IRPR.io helps companies integrate modern AI - large language models, retrieval-augmented generation, and autonomous agents - into production software. We specialize in AI products that actually ship: cost-controlled, latency-tuned, observable, and safe for real users.
IRPR.io builds software for logistics, supply-chain, and last-mile operators. From TMS and WMS platforms to real-time tracking, driver apps, and customs / broker integrations, we engineer for the reality of moving atoms through the world.
When IRPR.io builds ai integration & chatbots for Logistics organizations, we bring both the deep technical craft of our global engineering team and a working understanding of Logistics-specific realities: TMS, WMS, and ERP integrations, Real-time tracking at fleet scale, Driver-facing mobile UX in low-connectivity zones. Every engagement we run in the Logistics space is compliance-aware from day one, with SOC 2, GDPR, C-TPAT baked into architecture decisions — not bolted on at the end.
Every engagement runs through our IRPR framework — Idea, Roadmap, Product, Release. Fixed price set in week 2. Senior engineers from kickoff to handoff. No ticket-counting.
Engineered to ship.
Not just wrappers
We don't ship thin ChatGPT wrappers. We build products where AI is one layer in a real architecture.
Eval-first mindset
Every AI feature ships with an evaluation harness so you can measure regressions, not hope.
Real production experience
We've shipped AI to millions of users - we know what breaks at scale.
The challenges we design around.
Every sector has its own gravity — the constraints, integrations, and audit pressures that bend a build. We treat them as inputs to architecture, not afterthoughts.
TMS, WMS, and ERP integrations
TMS, WMS, and ERP integrations. We design ai products architectures that address this directly — at the data model, the access controls, and the operational runbooks — rather than as a post-launch fix.
Real
Real-time tracking at fleet scale. We design ai products architectures that address this directly — at the data model, the access controls, and the operational runbooks — rather than as a post-launch fix.
Driver
Driver-facing mobile UX in low-connectivity zones. We design ai products architectures that address this directly — at the data model, the access controls, and the operational runbooks — rather than as a post-launch fix.
Customs, brokers, and EDI complexity
Customs, brokers, and EDI complexity. We design ai products architectures that address this directly — at the data model, the access controls, and the operational runbooks — rather than as a post-launch fix.
Route optimization and carrier orchestration
Route optimization and carrier orchestration. We design ai products architectures that address this directly — at the data model, the access controls, and the operational runbooks — rather than as a post-launch fix.
Concrete builds, not slideware.
Patterns we've shipped to production — not capabilities we'd be willing to try. Every entry below has at least one engagement behind it.
Transportation Management Systems (TMS)
Where ai products meets transportation management systems (tms): shipped patterns, regulated by Logistics workflows, with the audit trail and operational telemetry your team needs from day one.
Warehouse Management Systems (WMS)
Where ai products meets warehouse management systems (wms): shipped patterns, regulated by Logistics workflows, with the audit trail and operational telemetry your team needs from day one.
Driver and dispatcher apps
Where ai products meets driver and dispatcher apps: shipped patterns, regulated by Logistics workflows, with the audit trail and operational telemetry your team needs from day one.
Real-time shipment tracking platforms
Where ai products meets real-time shipment tracking platforms: shipped patterns, regulated by Logistics workflows, with the audit trail and operational telemetry your team needs from day one.
Route optimization + carrier marketplaces
Where ai products meets route optimization + carrier marketplaces: shipped patterns, regulated by Logistics workflows, with the audit trail and operational telemetry your team needs from day one.
Audit-ready by architecture.
Controls designed into the system from the architecture phase — first-pass audits are the norm, not the exception.
Trust-services controls baked into your SDLC so audits become a reporting exercise, not a fire drill.
Lawful-basis tracking, data-subject rights, cross-border transfer mechanics, and retention enforcement done right.
Customs-Trade Partnership Against Terrorism documentation and partner-verification workflows.
Supply-chain security management for global operators with multi-tier vendor exposure.
Hand-off, not just hand-over.
Every engagement ends with a working codebase, runbooks, and a team trained to operate it. No undocumented black boxes.
- TMS / WMS integration spec01
- Driver-app offline-mode test results02
- Production codebase + infrastructure-as-code03
- Staging and production environments with parity04
- CI/CD pipeline with automated tests and rollback05
- Observability stack (logs, metrics, traces) wired in06
- Architecture documentation and runbooks07
- Knowledge-transfer sessions with your engineering team08
Idea → Roadmap → Product → Release.
What are you actually building — and for whom.
Fixed price, fixed scope, fixed timeline. No surprises.
Senior engineers ship the build — weekly demos.
Production, on-call runbooks, and your team trained.
Questions worth answering.
Let's turn your idea into a release.
Tell us what you're building. We'll come back in five days with a roadmap, a fixed price, and a dedicated team ready to ship.