Applied AI · end-to-end operations
Your process. Running itself.
We take over complex operational processes and run them end to end — people in the loop only where judgement matters. Any industry. Paid on outcomes.
Order from Chaos
Illustration of a live operations console. Example case: Freight invoice #48213. It moves through received, understood, checked, decided and done.
- Received: Email from carrier · 3 PDFs
- Understood: Invoice · 14 line items extracted
- Checked: Matched to 2 shipments · 1 rate deviation
- Decided: Deviation within tolerance → approve
- Done: Posted to ERP · carrier notified
illustrative
Outcomes, not software.
Documents in, validated data posted
Thousands of documents a day arrive as clean, validated records in your systems, with no manual keying.
See the case study →Every inbound email understood and pre-answered
Each message is classified, its intent understood, and a reply drafted from live system data before anyone opens it.
See the case study →Quotes out faster, margin up
Quotations go out quickly, priced to what each customer accepts, with margin the team would have missed.
See the case study →Goods received, touchless
Dimensions, weight and delivery notes are captured and booked in without hands on a keyboard.
See the case study →Back-office throughput, tripled
Manual bottlenecks become digitized workflows, and the same team handles several times the volume.
See the case study →Whole operations run by agents, people in the loop
Agents carry multi-step work from start to finish, and your people step in only where judgment is needed.
See the case study →What the same engine does
Shown in the live scenes belowPlans that re-plan themselves
When a delay, the weather or a customer change hits, routes, slots, berths and sequences are re-planned in minutes, not at tomorrow's meeting.
Problems caught before they cost
Shortages, mismatches and deviations are flagged with the evidence, and the decision goes to the right person.
Every party in sync
Carriers, customers, crews and authorities get bookings, updates and documents without anyone chasing.
Compliance checked before work starts
Permits, declarations, eligibility and invoices are checked against the rules and the actual state of the work.
How it's delivered
- Fully managed: we host and run it, so there is nothing for your team to set up or maintain. Running it in your own cloud is available on request.
- Workbench mode: if your team wants to be hands-on, they review, correct and run cases themselves in the same workspace our agents use.
- Connects to your existing WMS/ERP/mail systems; no rip-and-replace.
- Model-agnostic; models are chosen and swapped per task based on eval results, not vendor preference.
- Accepted against an eval suite before go-live.
Evals
Every module ships with a test set built from the customer's own data. Acceptance is a measured score against that suite — not a polished demo. The eval harness keeps running in production so drift is caught before it becomes an operations problem.
Wherever work gets complicated.
The process changes from site to site. The pattern doesn't: messy inputs, many systems, a few hard decisions. We take it over and run it end to end.
- INBOUND ASN matched to truck · slots assigned
- STOCK Cycle count gap found · recount queued
- PICK Wave released · 42 orders batched
- HUMAN Damaged pallet → claim draft for review
- OUTBOUND Carrier booked · labels + customs docs sent
Distribution warehouse · demo
Inbound, putaway, picking and dispatch run themselves; people handle the exceptions.
Proven on real operations
Document Intelligence Pipeline
For a logistics operator: thousands of documents a day now arrive as validated structured data, processed 85% faster.
Email Triage & Auto-Draft
For a logistics operator: every incoming email is classified and its sender intent understood, with most replies drafted from live system data.
Agentic Quotation Engine
For a logistics operator: quotations drafted automatically, priced to each customer's acceptance over time, lifting margin.
Warehouse Receiving Automation
For a warehouse operation: a receiving station and an autonomous agent now take in most goods without manual handling.
Agentic Backend Optimization
For a logistics company: custom agents and digitized workflows tripled backend throughput.
Logistics Operations Hub
For a logistics operator: entire operations are managed through one conversational platform with 40+ tools and user-configurable automation.
From tangled to done.
Illustration of one example workflow, Freight billing. Before · 4 handoffs · 3 systems · 2 days. After · runs end to end · 9 minutes.
Scope
Agree the process we take over and the result we are accountable for. Two weeks at most.
Deploy
The solution is live inside your own cloud account and connected to your existing systems.
Evaluate
Real data from your operation becomes the test set, and nothing goes live until it passes.
Run
We operate the process day to day, keep measuring results, and extend to the next one the same way.
Most AI vendors won't tell you when AI isn't the answer. We will.
We don't put AI on every problem. Some processes first need clean data, connected systems or a simple rule — and an AI layer on a weak foundation just automates the mess.
If that's where you are, we'll say so, and we can build that foundation with you: data cleanup, system integration, digitised workflows. Then AI goes where it actually pays off.
Order from chaos starts with a foundation.
See the evals before you commit
Send us a sample of your real workload — last month's inbound documents, emails, or quotes. We run it through Attractor Engine and show you the eval results before you commit to anything.
Start a PilotComplex systems don't need complex solutions. They need the right perspective. Two founders, one shared obsession with turning chaos into clarity.
Jenny Schildt
CEO & Co-Founder
In logistics since 2009, including Hellmann Worldwide Logistics. Co-founded Shipsoul, exited in 2025 and now focuses on AI.
Timo Tokakuna
COO & Co-Founder
Former Strategic Advisor to the Chairman and Board of Dar Al Arkan, Saudi Arabia's largest real estate developer, and MENA fund manager at Samba Capital and Frankfurt-Trust. CFA, CAIA, PRM; angel investor and start-up advisor.
Tell us about your process
Describe the documents, emails, quotes or receiving flow that slow you down. We'll explore whether a pilot fits.