Packaging teams now carry three data problems at once: EU conformity files, US state EPR reports and a stream of AI features added to both. Software can carry much of that load, but only if the pack data underneath it is clean and the rules it encodes are settled. Several are not.
Two developments frame this piece (status as of 3 November 2026). Regulation (EU) 2025/40 (the PPWR) has applied since 12 August 2026, so declarations of conformity and technical documentation are live obligations. In the US, one of today’s leads, a trade-group note on the Oregon EPR trial, is out of date: Packaging Dive reports that the federal judge upheld the law, and law firm Steptoe dates the ruling to 27 August 2026. All4 notes the decision is now on appeal, so reporting and invoicing carry on while the case continues.
A caution on sources: most capability descriptions available for these tools come from the vendors, trade press repeating them, or research centres. Vendors describe their own products, so treat feature claims as claims until you have tested them. This article names a vendor only where a lead did.
Five kinds of tool and what each needs
The categories overlap in marketing, but the jobs differ. The table sets out what each does, what it feeds on and where it tends to fall short.
| Tool type | What it does | Main inputs | Good at | Watch for |
|---|---|---|---|---|
| LCA software | Models footprint per pack or SKU | Materials, weights, process data, end-of-life assumptions | Comparing design options; producing figures a scheme asks for | Results move with method and background data |
| EPR fee and reporting | Maps packs to fee categories, calculates fees, prepares filings | Weight by material and format, per jurisdiction | Multi-state reporting and fee forecasts | Category mapping errors; rules change by state |
| Recyclability assessment | Scores a pack against design-for-recycling rules | Components, closures, inks, labels, barrier layers | Screening redesigns early | Official criteria are still pending, so grades are provisional |
| Data carrier and digital product passport tools | Hold structured pack data behind a QR code or other open carrier | Composition, recycled content, reuse and trip data | Sharing one data set across the supply chain | Formats and deadlines depend on acts not yet adopted |
| AI-assisted design, checks and procurement | Reads artwork and specifications, drafts documents, suggests formats | Clean specifications and supplier files | Speeding up extraction and first drafts | Errors when data is thin; needs human sign-off |
LCA software
LCA tools answer “which of these two designs has the lower footprint”, and they answer it well when inputs are consistent. They do not give a legal pass or fail. In the US they have a direct regulatory use: the Circular Action Alliance (CAA) Oregon program plan, published on the Oregon DEQ site, introduces a graduated fee algorithm using LCA rules and parameters to decide who qualifies for fee incentives. A CAA presentation on the 2026 Oregon timeline lists a December 31 milestone for Producer Top 25 LCAs, and Oregon’s Top 25 producers must file lifecycle evaluation reports by 31 December 2026, then every two years, according to an EPR guide published by a packaging supplier.
EPR fee and reporting tools
These tools turn a bill of materials into the categories a producer responsibility organisation (PRO) bills against. Oregon shows how granular that is: Strategic Packaging Insights counts 60 reporting and fee categories for covered materials in the CAA plan. The CAA timeline shows the rhythm: report date 31 May 2026, data year 2025, fees year 2027.
Fee rates differ sharply by category, which is why classification matters. In CAA’s 2026 Oregon producer fee schedule, newspapers are 5.0 cents per pound, glass bottles and jars 10.0, steel containers 10.0, aluminum containers 6.0, aluminum foil and molded containers 24.0, and kraft paper 8.0.

Source: Circular Action Alliance, 2026 Oregon Producer Fee Schedule
Our calculation: 24.0 ¢/lb for aluminium foil and molded containers ÷ 6.0 ¢/lb for aluminium containers = 4. A pack placed in the wrong one of those two categories is billed at four times or one quarter of the correct rate, per pound. For scale, 8.0 ¢/lb × 2,204.62 lb per tonne is about $176 per tonne, which matches the paperboard figure Strategic Packaging Insights lists.
Check any tool’s category logic against the PRO’s own schedule, and expect rules to move. NAW has said it will keep pressing its California and Colorado lawsuits while it weighs next steps in Oregon, so state rules and fee schedules may change. A tool needs dated, versioned rule sets, not a single current table.
Recyclability assessment
Good tools let a designer swap a closure, a label adhesive or a barrier layer and see the effect straight away. That suits early screening of redesigns, when changes are cheap.
The limit is the reference they score against. Many PPWR dates read “1 January 2030, or a set period after the Commission’s act, whichever is later”, and several acts are late. Until the criteria exist in final form, a vendor’s A, B or C is the vendor’s reading of the rules. Compare two assessments of the same pack before you rely on either.
Where the rules are still unfinished
The Spilma PPWR guide reports that its search of the Official Journal found no implementing act under Article 12 as of 7 October 2026. Harmonised labelling is expected from around August 2028, depending on that act. The same guide lists the empty-space calculation method under Article 24(2) as pending, with a due date of 12 February 2028.
That affects tool buyers directly. A void-space calculator today applies its own method, and the 2030 limit of a 50% maximum empty-space ratio for grouped, transport and e-commerce packaging will be measured by the Commission’s. Recycled content tracking has the same exposure, because the 2030 and 2040 minimums depend on evidence you will have to collect from suppliers.

Source: Regulation (EU) 2025/40
The chart shows the post-consumer recycled content minimums for plastic packaging: 30%, 10%, 30% and 35% from 1 January 2030, rising to 50%, 25%, 65% and 65% from 1 January 2040 (2030 subject to the timing rule above). Regulation text and dates should be checked in the Official Journal, or with legal advice, before they go into a compliance file.
PFAS limits are different: they apply now, with no stock-exhaustion period for food-contact packaging according to the Commission. Software can store supplier declarations and laboratory reports against each SKU and flag gaps, but it cannot test a pack. The evidence still comes from the lab.
Digital product passports and data carriers
The terms get mixed up. The PPWR requires a QR code or other open data carrier in specific cases, and where other EU law requires product information through a data carrier, the information for the packaging and the product should be reachable through the same data carrier. A compliance explainer from Narravero says the PPWR does not require a Digital Product Passport for packaging, so a “DPP” in a packaging tool usually means readiness for the Ecodesign for Sustainable Products Regulation (ESPR) rather than a PPWR duty. Read Article 12 in the legal text to confirm.
Reusable packaging is where a data carrier does real work. Article 12(2) calls for a reusable label plus a carrier for reuse information and trip counting, due from 12 February 2029, or 30 months after the Article 12(6) act, per the Spilma guide.
Recycling International reports that Spanish plastics technology centre Aimplas is running the Verso project with packaging manufacturer ITC Packaging and waste specialist Reciclamas. It includes practical trials of reuse systems and pilot implementation of the digital product passports, and the regional institute IVACE+i funds it through the European Regional Development Fund. Frozen Food Europe adds that the tool is meant to carry traceability for individual packaging items from design to end-of-life management. It is a research pilot, so it shows what the data model could look like, not a product you can buy.
What AI is good and bad at here
A 2025 McKinsey survey of 110 senior packaging leaders found 82% said their function had launched, was developing or was considering generative AI, as Packaging Gateway summarises. Consideration is far ahead of deployment: Bain’s interviews found fewer than one-third had moved beyond consideration to pilots or implementation.
The strongest fit is extraction and drafting. Packaging Strategies reports that Calyx launched packOS at SupplySide Global 2026, and that its Quick Quote feature, in the company’s description, uses AI to analyze uploaded artwork, extract packaging specifications and generate 3D renderings and production-backed pricing in about 60 seconds. The article covers quoting; it does not say whether the platform carries recyclability, EPR or recycled content data, so ask.
The weakness is data quality. A packaging supplier’s guidance on AI in design and purchasing notes that results depend heavily on reliable, complete data, and poor datasets can lead to incorrect material recommendations. In compliance work an extracted figure that is 90% right can still produce a wrong declaration. Bain also quotes deployments that cut administrative workload by 50% in automated compliance, audit and reporting; treat that as a reported outcome from selected cases.
A workable rule: let AI read, sort and draft, and have a named person approve anything that reaches a regulator, a PRO or a customer.
How to choose
- Start from the data you hold. If specifications sit in spreadsheets and PDFs, a data clean-up will cost more than the licence. Tools that need component-level data cannot score what you have not recorded.
- Ask where the rules come from. You want the legal basis for each rule, a version history and a date for the last update. Check any grade or fee against the regulation or the PRO schedule yourself.
- Match jurisdictions to your sales. A US brand reporting to CAA in several states has different needs from an EU importer collecting declarations of conformity per SKU.
- Test on a sample. Run 20 or so SKUs that include your awkward packs (multilayer, aluminium foil, mixed-material closures) and compare the tool’s fee or grade with your PRO invoice or a consultant’s view.
- Check AI behaviour. Find out what the AI reads, whether it shows its source for each extracted value, and whether a person must confirm changes.
- Plan the exit. You should be able to export packaging data and audit trails in an open format. Treat “top tools” roundups written by software sellers with caution.
What to do now
- Build one packaging data set per SKU (material, weight, components, supplier, test reports) before you buy anything.
- List which jurisdictions you report to and the next date in each, including Oregon’s 31 May report and any 31 December 2026 LCA duty if you are a Top 25 producer.
- Collect PFAS evidence for food-contact packs now, since the limits have applied since 12 August 2026.
- Label any recyclability grade in your files as provisional until the Commission’s acts are adopted.
- Pilot a tool on a small sample, with the sign-off rules for AI written down first.
- Watch the Oregon appeal and the California and Colorado cases, and keep fee schedules versioned.
Sources
- EUR-Lex: Regulation (EU) 2025/40 on packaging and packaging waste
- Oregon DEQ: Circular Action Alliance Oregon program plan
- Circular Action Alliance: 2026 Oregon producer fee schedule
- Circular Action Alliance: Oregon EPR update (presentation)
- Packaging Dive: Oregon EPR law doesn’t violate Constitution, judge rules
- Steptoe: Federal court upholds Oregon’s packaging EPR law in NAW v. Feldon
- All4: Packaging EPR update, recent developments in Oregon, California, Maine and Colorado
- Strategic Packaging Insights: Oregon packaging EPR fees 2026
- Spilma: PPWR, the EU Packaging Regulation (EU) 2025/40
- Narravero: PPWR labelling requirements and QR codes
- Recycling International: Spain puts reusable packaging to the test with digital passports
- Frozen Food Europe: AIMPLAS advances digital product passports and reusable plastic packaging in VERSO project
- Packaging Strategies: Harnessing AI for packaging procurement
- Packaging Gateway: AI in packaging, where will it have the biggest impact?
- Bain: How AI is starting to transform circular packaging
- Dollard Packaging: Using AI in packaging design and purchasing
- Ecoenclose: What to know about extended producer responsibility
Header image: illustration, AI-generated.

