Industries
AI-assisted software development for logistics
Custom workflow tools around your TMS — shipment visibility, exception management and carrier portals — built in days and owned by your operation.
Ciao is an AI-assisted engineering platform logistics operators — 3PLs, brokers, carriers and shipper logistics teams — use to build custom workflow tools around their TMS and WMS: shipment dashboards, exception queues and carrier portals. Unlike waiting on a TMS vendor's roadmap, Ciao delivers real applications in days, with role-based access separating customers and carriers, automated QA, live monitoring, and an audit trail behind every change.
Published 2026-07-03 · Last updated 2026-07-03
Ten systems know part of the shipment. The customer calls you for the whole story.
A working logistics operation runs on a TMS, a WMS, telematics, carrier portals, EDI status feeds and a wall of spreadsheets translating between them. Ops teams swivel-chair across five tabs to answer one question — where is the freight — and exceptions surface whenever someone happens to notice: a 214 that never arrived, a late pickup spotted in a portal, a customer email that becomes the tracking system of record for the day.
Margins make this expensive. Every exception handled by phone costs minutes the rate did not price in; every check-call is labor the customer assumes is automated. Custom features win contracts in this industry — shippers choose the 3PL whose portal answers questions before the phone rings — but the IT queue is long, and TMS vendors build for their median customer, not for the workflow that differentiates you.
Ciao lets the operation build its own layer: visibility boards, exception queues, and portals for carriers and customers, each described in plain language by the people who run freight and delivered as real software — tested, monitored, and owned by you.
New business makes the gap sharper. Every significant shipper arrives with a routing guide, a reporting requirement and an expectation that your systems will bend to theirs. Operators that can stand up a customer-specific portal or report during implementation — rather than promising it for next year — keep that requirement from becoming a discount conversation.
What logistics teams build on Ciao
Shipment visibility dashboard
TMS status, carrier updates and telematics joined into one board with aging, milestones and alerting — the single answer to where is the freight, without five tabs.
Exception management queue
Late pickups, missed appointments and OS&D events raised automatically into a queue with owners, playbook steps and customer-notification tracking — exceptions worked by process, not by whoever notices.
Carrier portal
Rate confirmations, PODs, document exchange, scorecards and onboarding with insurance-expiration tracking — replacing the fax-and-email loop with a login carriers actually use.
Customer track-and-trace portal
Self-serve shipment status, milestone notifications and document downloads under your brand — the portal that wins RFPs and deflects check-calls at the same time.
Dock scheduling app
Appointment booking with door and window management, detention tracking and no-show history — the whiteboard, with memory and rules.
Freight claims tracker
Claim intake with documentation checklists, carrier follow-ups, deadlines and recovery status — a pipeline with history that stands up when the dispute does.
Driver onboarding and compliance tracker
Licenses, medical cards and training with expiration alerts and document storage — compliance exposure visible before an audit or an incident makes it visible for you.
Freight does not keep business hours. Neither can the tooling.
Tools that dispatchers, carriers and customers rely on around the clock need an operational layer underneath them — monitoring, gated releases, strict data separation. That layer is the difference between a tool the operation trusts and one it quietly stops using after the first bad night.
- Watched around the clock — Doctor — a read-only AI SRE — probes the live app, DNS and CDN, diagnoses root cause and drafts the fix, because a visibility board that dies at 3 a.m. fails at exactly the hour dispatch needs it.
- Updates that cannot drop a shift — QA runs deterministic browser replays with smoke gates before publish and production checks after — changes ship between loads without breaking the board mid-shift.
- Strict separation between customers — Role-based access control keeps each shipper's freight, rates and documents visible only to that shipper, and each carrier's view scoped to their loads — separation your contracts already promise.
- A fleet of portals, managed as one — 3PLs running branded portals per major customer manage all of them through Conductor — live health and fleet control on one screen instead of a portal sprawl.
Separation and evidence your shippers will ask about
Shipper security reviews and claims disputes both come down to the same two questions — who could see the data, and what does the record show. These are the standing answers:
- ✓ Role-based access control isolating each customer's and carrier's data
- ✓ SSO via SAML and OIDC with optional MFA for internal and partner access
- ✓ Append-only audit trail — history that stands up in claims disputes and customer reviews
- ✓ Security scanning with access-control probes, findings confirmed against the live app
- ✓ Customer and shipment data are not used to train models; inference runs under zero-retention contracts
- ✓ SOC 2 Type II reports available under NDA for shipper vendor reviews
The TMS stays the operational core
Ciao does not replace the TMS or WMS — it builds the layer those systems leave to spreadsheets. Apps consume the APIs and EDI-derived status feeds your systems already produce, join them into the views your operation actually needs, and write updates back through the interfaces your process defines. Your EDI relationships and integration contracts stay exactly where they are — and a shipper's odd requirement, like a custom milestone or a specific report format, becomes something you control rather than a change request on a vendor's roadmap.
Operators with existing custom systems can go further: custom sandbox images wrap AI-assisted engineering around Java, Node, Python and other backends, so the in-house rating tool or legacy portal can be extended instead of abandoned.
Seasonality is handled at the infrastructure layer: Kubernetes with isolated pods keeps each customer portal separate, and hibernation and wake mean the produce-season dashboard or the peak-surge tooling costs nothing in the months it sleeps.
How an ops tool ships
Ops describes the workflow it already runs by hand; IT reviews the feeds and roles; freight does not stop while any of this happens.
1. Describe
An ops leader writes the workflow in plain language — statuses, exceptions, who gets notified and when.
2. Plan
Ciao returns a scoped plan showing feeds consumed and roles, reviewed by IT before building.
3. Build
The tool is built in real React, TypeScript and Supabase code, shaped for dispatch screens and mobile.
4. Test
QA replays the flows that matter — status ingested, exception raised, customer notified — before publish.
5. Govern
Guardrails records human review on serious changes, so customer-facing surfaces never change silently.
6. Deploy and monitor
The tool ships under your domain; Doctor watches it across every shift, with rollback one action away.
Logistics operations, before and after
Each left-column row is labor priced into every load. The right column is the same work with the swivel-chair removed — and a record kept.
| Task | Today | Ciao-built |
|---|---|---|
| Shipment status | Five tabs and a phone call | One board joining TMS and carrier data |
| Exceptions | Whoever notices first | Queue with owners, playbooks and timers |
| Customer updates | Inbound check-calls and emails | Self-serve portal with notifications |
| Carrier documents | Email attachments and folders | Portal with expirations tracked |
| Freight claims | A folder of PDFs | Tracked pipeline with deadlines and history |
The commercial shape
Most operators start with the exception queue or the customer portal — one because it cuts cost per load, the other because it wins the next RFP. Serious development programs start at USD 10,000 per year, which operators tend to evaluate against check-call labor and the customized-portal line item in their last lost bid. Talk to sales with your highest-volume lane's pain in hand.
Frequently asked questions
Can Ciao-built tools integrate with our TMS and WMS?
Yes, through the APIs and export feeds those systems already provide. The TMS remains the operational core; Ciao-built tools join, track and present that data in the workflows your team actually runs.
What about EDI?
Your EDI relationships and translators stay as they are. Ciao-built apps consume the status and document data your EDI pipeline already lands — 214-style status events, POD documents — and turn them into boards, queues and notifications.
Can we run a branded portal for each major customer?
Yes, and this is a common pattern for 3PLs. Each portal is scoped to that customer's freight with role-based access, and Conductor gives your team one screen across the whole portfolio — live health and fleet control instead of portal sprawl.
What happens if a tool goes down mid-shift?
Doctor probes the live app, DNS and CDN, diagnoses root cause and drafts the fix, and SysOps supports rollback to the last good version. Smoke gates before publish make bad deploys rare; the operational layer exists for the failures that happen anyway.
Who owns the software?
You do — 100% ownership of standard React, TypeScript and Tailwind code, exportable to your own repositories at any time. A tool your freight depends on should not be a bargaining chip in anyone's renewal conversation.
Can this run in our own cloud account?
Yes — your own AWS, Azure or GCP account, a private VPC, or on-prem under separate terms, alongside Ciao cloud. Shipper security reviews that require data inside your boundary have a clean answer.