Electronics AI agent · Producer registration
EEE Producer Registration & Return AI Agent
Reconcile the weight behind a return against the system it came from — one file per brand per jurisdiction, each register on its own clock — and leave certification to a named person.
- Typical delivery
- 4–6 weeks
- Deployment
- Your stack
- Named certifier
- Weight first
- After launch
- Agent Care
What this agent does
Reconciles the weight, never certifies it
In
- 01
A brand enters a market, and that register sets its own device categories, volume basis, fee and deadline.
- 02
A brand registers per device category in Germany under ElektroG § 6(1), before it goes on the market.
Reason
- 03
A registration number is stated when EEE is offered and on invoices, under ElektroG § 6(3).
- 04
A marketplace refuses an unregistered producer under § 6(2), from 1 July 2023, not 1 January 2023.
- 05
A take-back duty widens under ElektroG4, in force 28 November 2025, and monthly reporting turns annual.
Decide
- 06
A French identifiant unique is issued per filière and stated in the conditions générales de vente.
- 07
A Minnesota registration names the person responsible for compliance, and it is due by August 15.
Out
- 08
A return is built on weight, and no figure is computed without naming its system and its as-at date.
- 09
Execute write actions only inside the approval boundaries agreed during implementation.
Product statement
The agent reconciles the weight and keeps the register file; a named person certifies the return, signs it and files it, and the producer answers for it.
Example workflow
One return, weight to signature
- 1Reporting period closesSales system, logistics records, the register entry or a PRO schedule
- 2Weight assembledPlaced-on-market weight by brand and device category, each with the system and as-at date behind it
- 3Register recordedThe registration, the categories it covers, the representative or PRO, and the fee tier
- 4Controls appliedDeadline checks, weight-reconciliation checks, register-coverage checks and completeness confidence
No human action required
Stages 1 to 4 run unaided, and nothing is certified or filed at any of them — the agent is reconciling, and the stewardship lane opens at the completeness gate.
Goes to the product stewardship lead to certify.
Adds a regulatory counsel read first.
Product stewardship review
The return is held with its deadlines, its weight sources and its gaps.
Release the return · Append evidence · Send to counsel
Released — certified by a named person
- 6Register and sales records updatedOnly where write access and disclosure policy allow it
- 7Outcome evaluatedDeadline margin, weight completeness, counsel corrections and what a later review found
Corrections
Each counsel correction is counted in the evaluation.
What should not run autonomously
Human approval stays in control
Outside the boundary — human approval required
8 items
- Certifying a return, or signing one.
- Filing with a register, a PRO or any authority.
- Deciding a brand needs no registration.
- Setting the volume basis a return is built on.
Automation boundary
Agent acts unaided
- ✓Reconcile the return against the systems the weight came from.
- ✓Run each deadline on the calendar that jurisdiction keeps.
- ✓Record the source system and the as-at date behind each figure.
- ✓Track each brand against the register entry that covers it.
Nothing is certified or filed except by a named person, inside the agreed boundaries.
- Judging the device category a brand falls in.
- Appointing a representative, a PRO or a mandate.
- Applying the 49 CFR 173.185(d) take-back relief.
- Changes to registers, weight rules or deadlines.
Example output
One return, annotated
No French durability index has covered smartphones since the arrêté of 26 June 2025, and the file records the gap.
Return file · single jurisdiction
Illustrative example- Return
- Household brand, Germany
- Filed as
- Brand and device category, ElektroG § 6(1)
- Deadline
- Day 6 to the deadline
- Weight of record
- Sales system, as at 31 July 2026
- Confidence
- Held uncertified
- Held for
- The product stewardship lead, in person
As received
Taken from the sales system and the register entry — the weight traces only as far as its source does.
What the file holds
- The register entry
- Weight-source records
- The deadline calendar
Why no certification here
Minn. Stat. § 115A.1312 wants a named person, and the agent is not one.
What the score decides
Below the configured threshold the return picks up a counsel read before.
Action
Release the returnAppend evidenceSend to counselValue
Where AI adds value
The same four claims, placed at the point in the workflow where each one applies.
Where the value lands
Value 01 – 04
Every register
From the sales system
Devices, not packaging
Packaging EPR is our retail-logistics agent — other registers, other categories, other take-back duties.
Every register counts differently
California takes a certification under penalty of perjury by 1 July, 14 CCR 18660.41; Directive 2012/19/EU asks for no named individual at all.
Where the brand list has to reach
Oregon has registered producers before 1 January since 2026, and it asks for current and former brands, certified by an authorized representative.
Build an evidence trail
The weight, the system it came from and the person who certified the return stay on the filing.
Integrations
Typical integrations
Five system groups connect to the same agent. Which of them are in scope is decided in discovery.
Registers and portals
- stiftung ear
- SYDEREP
- State agency portals
Sales and volume data
- ERP
- order management
- Sales reporting
- exports
Product and brand records
- PLM
- brand master
- Device-category mapping
Agent
EEE producer registration
- Reads the weight
- Builds the return
- Holds for the certifier
Take-back and collection
- Collection-point records
- PRO and recycler reports
Observability & evaluation
- OpenTelemetry
- Langfuse
- Supported monitoring/evaluation sources
Integration availability depends on the client's existing systems and API access.
Agent controls
Six screens between the model and the return
Six screens, and only the last one is narrow. What comes through is laid out in the map below.
L6 · Outermost — last line of defence
Inward → L1 · closest to the model
- L1 – L2
- Test whether a return may stand
- L3
- Puts the release in a person's hands
- L4 – L5
- Keep the weight and the system behind it
- L6
- Holds the return at unreconciled when signals degrade
How Nestack evaluates it
Evaluate the whole assembly — not only the return that comes out.
Coverage runs the whole depth of the workflow, and every layer is cut by slice.
Surface — the return a register reads
- E1Final-output evaluationDid the return record the system each weight came from?
- E2Step-level evaluationDid the agent use the right register, the right basis and the current deadline?
- E3Tool evaluationDid it read and write the correct brand and the correct register entry?
- E4Confidence calibrationDo low-confidence returns actually attract more counsel corrections?
- E5Slice evaluationHow does performance change across specific jurisdictions?
- E6Business outcomeHow many returns needed a correction before the lead certified them?
Floor — the outcome the producer answers for
Failure modes
Where each failure originates in the agent
Seven failure modes, placed at the stage where each one begins.
Agent lifecycle
Direction of processing →
01 · Retrieval
1 mode
- IH-03
Wrong chapter cited
WAC 173-408 is landfill methane, not e-waste.
Stage gathers
The registers, the weights, the deadlines and fees
02 · Reasoning
2 modes
- IH-04
Index start date wrong
1 January 2025 is read where 8 January applies.
- IH-06
Category left off the brand
A German entry misses one device category.
Stage proposes
The register, the weight applied and completeness
03 · Tool / write
2 modes
- IH-02
Wrong register applied
1 March in New York is run on a Minnesota clock.
- IH-05
Bases summed together
Two volume bases are added into one weight.
Stage writes
Only where write access and approval policy allow it
04 · Output
1 mode
- IH-01
Filed, weight unsourced
The filing shows a figure but not the system behind it.
Stage returns
The return a person certifies and a register reads
05 · Change / Version
1 mode
- IH-07
Silent weight-basis change
The July 2026 tranche moves a duty without moving the file.
Stage tracks
Model, prompt, weight rules and register entries
- Sev-1 · a return is filed without a person
- Sev-2 · a wrong weight reaches the filing
- Sev-3 · source degrades, return holds unfiled
Affected slices
One jurisdiction absorbs the corrections
A jurisdiction-level weight-provenance figure can read clean while one register absorbs most of the corrections. Nestack reports the counsel-correction rate by register, not only in total.
Slice performance — reported separately, not only in aggregate
Illustrative example| Slice | Failure rate | Lift | Lift vs. threshold | Status |
|---|---|---|---|---|
| German brand and category filings | 7.3% | 3.6× | Review | |
| US state producer registrations | 5.1% | 2.5× | Review | |
| French filière declarations | 3.3% | 1.6× | Watch | |
| Single-market EU returns | 1.3% | 0.7× | Normal |
Bar: counsel-correction-rate lift vs. single-market EU baseline · scale 0–4.0× · tick marks the 2.0× review threshold
2 of 4 slices over threshold
Evidence-linked improvement
What an unreconstructable return costs
A cycle finishes when the missed brand registration is a standing case. That suite is what the next return assembled is measured against.
Improvement cycle · five stages
Switchback — the path turns at Improve and returns at Learn
- 01
Detect
Counsel-correction rate rises in one jurisdiction.
- 02
Diagnose
The tonnage the sales system and the register each reported differently is read back until one cause remains.
- 03
Improve
Each change ships numbered, and the jurisdictions behind it are filed with it.
- 04
Verify
While one touched jurisdiction case is red the release waits.
- 05
Learn
The case stays on permanently, and the weight rules are amended beside it.
Learn → Detect
The return edge. The next return is measured against a suite one case longer.
Typical build scope
Twelve workstreams across six weeks
The build scope read against the delivery timeline. Week structure follows the six-week plan — discovery, sources, return assembly, evaluation, integration, then production validation and handover.
Workstream
Week 1Week 2Week 3Week 4Week 5Week 6
- 01Return-workflow discovery and boundary definition.Week 1
- 02Sales, logistics and register sources.Week 1, Week 2
- 03Register, weight-basis and deadline-calendar mapping.Week 1, Week 2
- 04Volume ingestion and weight normalisation.Week 2
- 05Register, brand and category binding.Week 2, Week 3
- 06Completeness scoring and counsel routing.Week 3
- 07Certifier release workflow.Week 3, Week 4
- 08Sales and register-system integration.Week 5
- 09Weight-basis and brand cases.Week 4, Week 5
- 10Guardrails and attestation controls.Week 4
- 11Return-trail instrumentation.Week 5, Week 6
- 12Deployment, documentation and Agent Care handover.Week 6
12 workstreams · 6 weeks · bar shows the weeks a workstream is active — several run in parallel
Final scope and sequence confirmed in discovery
Engagement tiers
What each tier includes
Rows are the capabilities named in each tier's scope. Higher tiers include everything below them.
| Capability✓ in scope · — not at this tier | PilotOne brand, one jurisdiction | ProductionProduction register workflow | AdvancedMultiple brands / jurisdictions |
|---|---|---|---|
| Introduced at Pilot | |||
| Return assembly to your rules | ✓ | ✓ | ✓ |
| Named-certifier release | ✓ | ✓ | ✓ |
| Weight-provenance baseline | ✓ | ✓ | ✓ |
| Introduced at Production | |||
| Reporting by jurisdiction | — | ✓ | ✓ |
| Release workflow in your systems | — | ✓ | ✓ |
| Approved write-back | — | ✓ | ✓ |
| Sales-system integration | — | ✓ | ✓ |
| Introduced at Advanced | |||
| Multi-jurisdiction register duties | — | — | ✓ |
| Cross-brand certifier packs | — | — | ✓ |
| High brand volume | — | — | ✓ |
| Multi-register reconciliation controls | — | — | ✓ |
| Build price | From $5,000 | From $8,000 | Custom quote |
- Final build price
- Confirmed after discovery based on integrations, workflow complexity, transaction volume, approval controls and deployment requirements.
- Separate from build
- Build pricing is separate from recurring Agent Care, which covers managed monitoring, evaluations, incidents and verified improvements after launch.
What we need from you
What you bring, and what we build with it
Each input maps to a piece of build scope and a week in the delivery timeline.
You bring
We build with it
01Your brand list and register entries
→Register ingestion and brand mapping
Week 102Representative returns and volume extracts
→Return baseline, deadline binding and weight-source capture
Week 203Your registers, deadlines and volume bases
→Register, deadline and weight-basis mapping and the automation boundary
Week 104Access to relevant APIs, feeds or exports
→Sales, logistics and register assessment, then integration setup
Week 205Returns you would not want certified
→Weight cases and the evaluation suite
Week 406What no return may claim
→Completeness scoring, counsel routing, guardrails and release controls
Week 307A named product stewardship lead to certify
→Certifier release workflow, then pilot and production validation
Weeks 5–6
Nothing else is required
Deployment, documentation and Agent Care handover are ours.
Delivery timeline
Four phases across six weeks
These bands measure real work and not drawing space, and that is why the fifth week is doubled up.
Phase
W1
W2
W3
W4
W5
W6
- DiscoveryW1
- BuildW2 – W3
- EvaluateW4 – W5
- Pilot & LaunchW5 – W6
Week focus
W1Return workflow discovery, register mapping and the automation boundary
W2Source integration and the weight baseline
W3Return assembly, deadline logic and release controls
W4Evaluation suite, weight cases and failure-mode testing
W5Sales-system integration, pilot returns and targeted corrections
W6One compliance year run under the product stewardship lead, then Agent Care handover
- Reading the band
- A bar covers only the weeks its own work is named in. The doubled fifth week is real work, not padding.
- At the end of W6
- When the return file validates, Agent Care assumes the watch.
- Duration
- Six-week plan shown · typical delivery 4–6 weeks depending on scope confirmed in discovery.
Next step · Electronics AI agent
Build a producer-registration agent around the person who signs the return.
Show us how a return reaches you today and who certifies it on 15 August. Not one register with many forms. A separate register in each Member State and each state, each on its own calendar, and a named person signing a weight your systems have to agree on.
- Typical delivery
- 4–6 weeks
- Deployment
- Your sales systems
- Named certifier
- Weight first
- After launch
- Agent Care available
Nestack Agents · EEE producer registration
AGT-EL-17 · Agent Care available after launch