Predictika · AI assistants clearing exports
An AI assistant at a US manufacturer prepares shipments, reexports and technology releases and says whether each one needs an export license. Before anything goes out, it sends the facts to the Validator: how the item is classified, where it is going, what it will be used for, which license exception is claimed, what license is on file, and what the assistant itself concluded. The Validator works out whether the item is subject to the rules, whether a license is required, whether the exception or license actually covers this shipment, and returns every finding together.
Corvane Systems Inc. is a fictional exporter. The scenarios are illustrative and this page is not legal advice. The reference tables the validator uses are small illustrative excerpts of the Commerce Control List and Country Chart, dated October 6, 2026, and must be verified before any real use. The validator takes facts as input; it holds no sanctions list and sees no personal data.
The validator decides one question for one proposed export, reexport or technology release: allow, needs approval or block. It handles any case involving the listed classifications, destinations, end uses and license exceptions, not just the scenarios shown on this page.
9 scenarios in 4 groups · each group runs from the agent’s first attempt to the outcome · click one to switch
Illustrative agent statement. The validator receives the structured request below.
Proposing agent: AI trade-compliance assistant (scripted)
Before acting, the agent must call Recorded run
What this means
Our assessment of what a typical rules-based trade-compliance tool (classification lookup, country-chart lookup and workflow holds) does with the same cases. It is a judgment about effort and reliability, not a claim that nothing can be built. A single lookup, such as a chart cell or a license balance, is routine for these tools and is left out of the table.
| What the validator caught | Typical rules-based tool | Predictika |
|---|---|---|
| A license determination the assistant states that disagrees with the computed one | Cannot do it The assistant’s conclusion is free text in a message. Nothing compares it with the computed determination unless someone builds that integration for each field. | The stated determination travels with the request and is compared with the computed one on every call. |
| De minimis percentage and deemed export treated as part of the same determination | Only with workarounds The percentage is usually worked out in a spreadsheet or by hand, with the lower limit for the most restricted group applied by whoever remembers it; the permanent-resident carve-out is a separate manual step. | The arithmetic, the threshold for the destination and the carve-out are rules in the same model and run on every call. |
| A license exception claimed for the wrong reason: value limit, item, destination group, missing paperwork | Only if someone is vigilant Each exception is its own checklist. It works when the reviewer picks the right one; nothing stops a claim that fails two conditions from slipping through on the first it passes. | Every condition of the claimed exception is checked together, and each failure is listed. |
| Several problems in one request, reported together with a consistent verdict | Only with workarounds Workflow holds usually stop at the first failed check, so the assistant fixes one thing, resubmits and finds the next. | Every finding comes back in one answer, ordered block, approval, then note, with one verdict. |
Every rule is checked on every call, in any order the facts arrive; one problem never hides another. Blocking findings stop the request. Approval findings need a compliance officer. The examples below are the messages returned in the recorded runs.
| 1 | Item not classified: The item has no export classification. Classify it as an ECCN or EAR99 before any shipment, release or reexport. |
| 2 | Weapons-of-mass-destruction end use: The end use is a nuclear, chemical, biological or missile end use. No license exception or ordinary license applies. Refer to the compliance officer. |
| 3 | The stated license determination is wrong: The request says no license is required, but one is required for ECCN 3A001 to Singapore. |
| 4 | Exception not available for this item: License exception STA is not available for ECCN 9A012. |
| 5 | Exception not available for this destination: License exception LVS is not available for shipments to China. The destination is not in a country group the exception allows. |
| 6 | Over the exception value limit: This shipment of $4,200 is over the $3,000 limit for license exception LVS on ECCN 6A003. |
| 7 | Exception paperwork missing: License exception TSR requires a signed consignee statement or written assurance on file, and none is on file. |
| 8 | No license on file: A license is required for ECCN 3A001 to Singapore and no license is on file. |
| 9 | License expired: The license on file expired 5 days before the planned ship date. |
| 10 | Not enough license balance: The license on file has $150,000 remaining and this shipment is $180,000. |
| 11 | License covers a different item or destination: The license on file covers 6A003 to Singapore, not 6A003 to Mexico. |
| 12 | End-use statement missing: A signed end-use statement from the end user is required for a licensed shipment to China and none is on file. |
| 13 | Embargoed destination needs sign-off: Iran is an embargoed destination. A valid license is on file, but the compliance officer must sign off on every shipment. |
| 14 | Military end-use review: Military end use in China. ECCN EAR99 is not on the military end-use list, so no license is required, but the compliance officer must review the end user. |
| 15 | Red flags to resolve: 1 red flag indicator was reported. The compliance officer must resolve it with the customer before shipment. |
The recorded result of the validator for each scenario on this page: the request the AI agent sent, the verdict, and every finding, in the order they appear above.
The agent's request. Please clear a shipment of 3A001 high-performance electronic components to Singapore, valued at $180,000. No license is required for this order, so I plan to ship it today.
Verdict: Blocked.
The agent's request. Please clear the same shipment of 3A001 components to Singapore, valued at $180,000. A license is required, and there is a license on file for 3A001 to Singapore with $150,000 remaining and 75 days left.
Verdict: Blocked.
The agent's request. Please clear the same shipment of 3A001 components to Singapore, valued at $180,000. A license is required, and there is a license on file for 3A001 to Singapore with $400,000 remaining and 75 days left.
Verdict: Allowed.
The agent's request. Please clear a shipment of 6A003 cameras and imaging systems to Germany, valued at $4,200, under license exception LVS.
Verdict: Blocked.
The agent's request. Please clear a shipment of 6A003 cameras and imaging systems to Germany, valued at $4,200, under license exception STA. The consignee statement is on file.
Verdict: Allowed.
The agent's request. Please clear a reexport of a foreign-made 2B001 machine tool to China, fair market value $80,000. The controlled US content is $12,000. No license is required, and the end-use statement is on file.
Verdict: Allowed.
The agent's request. Please clear a reexport of a foreign-made 2B001 machine tool to China, fair market value $80,000. The controlled US content is $24,000. No license is required, and the end-use statement is on file.
Verdict: Blocked.
The agent's request. Please clear a shipment of EAR99 pumps to China, valued at $58,000. The end user is a military customer and the end-use statement is on file. No license is required for EAR99 items.
Verdict: Needs approval.
The agent's request. Please clear a shipment of 2B001 machine tools to Mexico, valued at $95,000. A license is required, and there is a license on file for 2B001 to Mexico with $120,000 remaining and 90 days left. The customer asked us to deliver to its freight forwarder as the final destination.
Verdict: Needs approval.
The text of the narrated walkthrough, step by step.