Packaging compliance software and AI: what each tool type can do

The EU Packaging and Packaging Waste Regulation (Regulation (EU) 2025/40) now applies, yet many of the technical criteria that software would encode have not been written. In the US, the compliance work is already running through producer portals. Either way, the tool you buy is only as dependable as the packaging data you feed it and the rules it has been updated to reflect.

Two items in this week’s trade news show the two ends of the AI question. The Carton Council has opened an image library to improve how AI sorting systems recognise cartons, and an ERP vendor is pitching AI workflows to label and packaging converters. Neither is a compliance product, but both say something useful about what AI does well and where it needs human checking.

Six kinds of tool and what each needs from you

Vendors often bundle these categories into one platform, and the labels overlap. It helps to separate them by the question each one answers. A vendor-published market overview from Gramta makes a similar point, splitting what is sold as EPR and PPWR software into five different purchases, which is a reminder that “compliance software” can mean quite different things on a quote.

Tool type	Question it answers	Inputs it needs	Good at	Weak at
LCA software	What is the environmental impact of this pack, and of the alternative?	Bill of materials, weights, process and transport data, end-of-life assumptions	Comparing design options with one consistent method (ISO 14040/44)	Results depend on background datasets and end-of-life assumptions; the output is not a compliance record
EPR fee and reporting	What do we declare, to which scheme, and what will it cost?	Packaging master data by material, plus sales volumes per market	Repeatable filings and an audit trail across markets	Fee rules and scheme formats change; some products cover registration and fees only
Recyclability assessment	Does this design fit the guidelines for a given country or stream?	Layers, polymers, adhesives, inks, closures, labels	Early screening of options before tooling or print	EU harmonised criteria are not final; a score does not prove material is collected or recycled
Compliance documentation	Can we show conformity if an authority asks?	Supplier declarations, test reports, specifications	Holding evidence and declarations of conformity in one place	Cannot test a coating; stores what suppliers supply
Digital product passport and labelling	Can a code link this pack to structured data?	Clean product and material data, a code format	Readiness for future labelling rules	The EU labelling act is not published, so formats may change
AI assistants	Can software read, draft or check this faster than a person?	Documents, specifications, a defined task	Extracting data from PDFs and emails; first-pass checks	Can give confident wrong answers; needs a named human reviewer

Substance limits show where documentation tools stop. The PFAS limits for food-contact packaging are 25 ppb for any single PFAS, 250 ppb for the sum and 50 ppm total fluorine, and software can hold the test report against those figures. It cannot generate the result.

What is settled and what is still pending in the EU

A tool that shows an “EU recyclability grade” today is applying a method that does not yet exist in law. The table below separates the fixed from the pending, which is the first thing to check in any demo.

Item	Applies	Status in October 2026	What it means for a tool
General recyclability requirement (Article 6(1))	From 12 August 2026	In force	Until detailed criteria apply, manufacturers rely on the former directive framework and EN 13430:2004
Design-for-recycling criteria and grades A, B, C	1 January 2030, or 24 months after the delegated act, whichever is later	Delegated act due by 1 January 2028; none of the tracked acts had been published as at the last check in one independent tracker	Any grade is provisional; look for a stated method and a version history
Recycled content calculation and verification	Act due 31 December 2026	Adoption planned for Q4 2026, per a third-party status page	Calculation engines will need updating once the method is published
Harmonised labelling	From around August 2028, depending on the act	Spilma’s tracker found no Article 12 implementing act in the Official Journal as of 7 October 2026	Digital label formats are not fixed
Authorised representative (Article 45(3))	Applies	Commission proposal COM(2025) 982 would suspend it until 1 January 2035; not adopted as of 7 October 2026	Check whether your tool’s workflow still assumes the obligation

None of this week’s leads reports a vote on the proposal, so the status above stands unless you find a newer Official Journal entry. Check the official text, or take legal advice, before relying on any of these dates for a decision.

Recyclability tools: useful screens, not proof

The Commission’s own document on the regulation notes that manufacturers do not need to perform the recyclability conformity assessment until the Article 6(4) delegated act enters into force. A recyclability tool therefore works as a design screen today, not as a conformity step.

The limits are clearest in flexibles. Packaging Gateway’s feature of 27 October 2026 points out that designs based on a single main polymer such as PE or PP can replace some hard-to-recycle combinations, but the same piece says the challenge is to connect design decisions with the recycling systems available in each destination market. A scoring tool can read your structure. It cannot see the collection system.

Material detail matters as well. A converter-equipment article from Jota Machinery argues that mono-PE is not automatically recyclable just because both films contain polyethylene, because adhesives, inks, barrier layers and metallisation all count, and that a recyclability claim needs product-level testing. Ask any recyclability vendor which of those inputs its model actually captures, and whether you can enter them at layer level.

AI works on what it has seen: the Carton Council example

Waste Dive reports that the Carton Council has built an open-source library of carton photos showing cartons as they typically arrive at MRFs: torn, dirty and squashed. Its spokesperson told the outlet that cartons rarely make up more than 1% of inbound tons, which may leave them under-represented in AI training data and reduce identification reliability. Glacier, a robotics company, is among those using the library. According to Recycle Cartons, the images are available free of charge for purposes supporting carton identification, sorting and recycling.

The principle carries over to every AI tool a packaging team might buy. A model trained on clean specification sheets will handle clean specification sheets. Give it a scanned supplier declaration with a missing page, or a pack structure it has rarely seen, and the output deserves suspicion. Ask vendors what the model was trained on, and test it on your messiest files, not their demo set.

EPR reporting: the weights are the product

In the US, reporting for packaging EPR runs mostly through one organisation. Holland & Knight notes that the Circular Action Alliance (CAA) is the designated producer responsibility organization in six of the seven states with enacted packaging EPR laws. The CAA producer portal opened on 31 March 2026, and the 31 May deadlines covered several report types. Per the Sustainable Packaging Coalition’s roundup, these were Annual Supply Reports in California, Colorado and Oregon, Simplified Supply Reports in Minnesota, Maryland and Washington, and an Annual Source Reduction Supply Report in California.

The CAA’s own guidance explains the timing: Oregon’s 2026 report, due 31 May 2026, uses 2025 data, with payment in January 2027. A tool that does not carry a “data year” against each filing will cause confusion. California adds a wrinkle, since CAA published an illustrative fee schedule on 1 May 2026, the day CalRecycle announced its EPR regulations were final. Illustrative fees are a modelling input, not an invoice, and a good tool labels them as such.

Legal uncertainty also persists. O’Melveny’s 2026 update says that significant uncertainty about the programmes’ legality remains, particularly given the Oregon legal challenge. Choose a tool that lets you re-run a filing after a rule change without rebuilding your master data.

In the EU, EPR reporting is national and scheme-specific. Vendor comparison pages are plentiful, but most rank the publisher’s own product first, so use them to build a feature list and not a shortlist. One vendor guide argues that pure fee reporting will no longer be enough, and tools must also cover recyclability checks, declarations of conformity and substances. That is a sales position. It is also a fair prompt to ask whether you want one platform or a fee tool alongside a documentation tool.

Digital passports and labelling: build the data, wait on the format

Digital product passports and QR-based labelling attract the most hype and have the least settled specification. Spilma reports that the Commission guidance says it does not intend to prioritise the Article 12(7) act on digital identification of material composition. I did not find a confirmed requirement in this research that obliges packaging to carry a passport, so treat passport features as readiness, not compliance.

The practical step is upstream. Structured, versioned packaging master data (material, mass, components, supplier, test reports) feeds any future label or passport. A team with that data can adapt to whatever format the labelling act sets.

AI for converters: document capture is the proven use

HiFlow Solutions is promoting AI workflows for converters at the TLMI Annual Meeting (25 to 27 October 2026). Packaging Insights reports that its six workflows cover estimate, order, supplier delivery, supplier price list, bill of lading and accounts payable processing. The company says the tools capture and structure information from emails, PDFs and other incoming documents.

The materials I reviewed describe operations, not sustainability reporting. They are still a useful model of where AI earns its place: reading semi-structured documents and moving the data into a system of record. The same task exists in compliance, for example when extracting material weights from supplier specifications. Any such use should keep a reviewer between the extracted number and the filing.

How to choose

Start from the decision, not the product category. A team choosing between a PE-based and a paper-based structure needs LCA and recyclability screening. A brand selling in eight EU markets needs EPR declarations and a documentation trail. A converter answering customer questionnaires needs data capture.

The numbers a tool must carry also change over time, which is why update practice matters. The chart shows the recycled content minimums for plastic packaging in Regulation (EU) 2025/40, applying from 1 January 2030 (subject to the later-of rule above) and rising from 1 January 2040.

Minimum post-consumer recycled content in plastic packaging, 2030 and 2040

Update practice. Ask how the vendor handles a new delegated act, how quickly, and whether past results are kept under the old rule version.
Transparency of method. A recyclability grade or fee estimate should show its inputs and rule source.
Data ownership and export. You should be able to export master data in an open format.
Market coverage. Check the specific member states or US states you sell into, not the headline country count.
Review step. Confirm where a human approves AI-extracted data before it reaches a declaration.
Fit with systems you own. ERP, PLM and artwork tools already hold some of the data.

Ask for a pilot on 10 to 20 of your real SKUs, including awkward ones such as multilayer pouches and mixed-material closures. Compare the output against a manual calculation by someone who knows the rules.

What to do now

Build or clean a packaging master data file: material, mass per component, supplier, adhesives, inks, closures, labels, and test reports for PFAS.
Decide who owns declarations of conformity and technical documentation, then test whether your current tool can store them with version control.
Treat any recyclability grade as a design screen until the delegated act is published, and record the method version used.
For US filings, set up CAA portal access for each state you supply, and tag every data point with its data year.
Run a pilot on your hardest SKUs before signing, and ask each vendor for its training data and update policy.
Keep a watch on the Official Journal for the recycled content method, the design-for-recycling act and the Article 45(3) proposal. This article is information, not legal advice; check the official text for anything you rely on.

Sources

Header photo of Berlaymont building: Reinoud Kaasschieter, CC BY 2.0, via Wikimedia Commons.