Strategy AI agent · Regulatory horizon

Regulatory Horizon Scanning AI Agent

Enter each instrument at the stage it has actually reached — proposed, applying, stayed, vacated or withdrawn — with the date and source that establishes it, and hold it for a named owner.

Typical delivery
4–6 weeks
Deployment
Your stack
Named owner
Stage, not feed
After launch
Agent Care

What this agent does

Records the stage, never the meaning

In

  1. 01

    An instrument is proposed, and it sits at proposed until an adopting release appears.

  2. 02

    A comment window closes, and the closing itself moves the instrument no further along.

Reason

  1. 03

    A rule is vacated, and the register reverts to whatever the vacatur leaves operative.

  2. 04

    A stay is refused, and the vacatur stands rather than the rule an industry still quotes.

  3. 05

    An instrument enters into force, and the day it starts applying can sit years further out.

Decide

  1. 06

    An application date is deferred, and that deferral is itself an instrument with a date.

  2. 07

    A guideline is withdrawn, and nothing fills the space until a replacement is published.

Out

  1. 08

    An LkSG reporting duty stays law while BAFA closes the submission portal on 3 September 2025.

  2. 09

    Execute write actions only inside the approval boundaries agreed during implementation.

Product statement

Watching, staging and re-confirmation belong to the agent. A named owner accepts an instrument into the register, and counsel rules on what it means.

Example workflow

One instrument, source to acceptance

  1. 1Instrument change detectedOfficial gazettes, agency dockets, court dockets or supervisory bulletins
  2. 2Instrument context assembledThe instrument, the body standing behind it, the regime it belongs to and the stage its source establishes
  3. 3Register entry draftedThe stage, the source under it, the gaps and currency
  4. 4Controls appliedSource checks, duplicate-instrument checks, stage checks and currency confidence

No human action required

Stages 1 to 4 run unaided, and no instrument is accepted at any of them — the agent is only staging, and the owner enters at the currency gate.

5DecisionSplits at the currency gate
Source authoritative

Passes to the register owner for acceptance.

Anything stale

Adds a regulatory counsel read first.

Regulatory counsel review

The entry is held with its stage, its gaps and the sources they came from.

Accept · Append source · Send to regulatory counsel

Accepted — by the named register owner

  1. 6Register and watchlist records updatedOnly where write access and records policy allow it
  2. 7Outcome evaluatedSource currency, stage coverage, counsel corrections and what review found

Corrections

Every regulatory 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

  • Deciding that an instrument applies to this company.
    • Ruling on what a vacated rule leaves in force.
    • Treating a proposal as a live obligation.
    • Accepting an instrument into the register unaided.
  • Automation boundary

    Agent acts unaided

    • ✓Watch the configured official sources for each regime.
    • ✓Record the stage an instrument reached, with its date and its source.
    • ✓Re-confirm currency on the cadence each regime sets.
    • ✓Flag a stage change and route the entry to the owner who holds it.

    No instrument is accepted and no digest goes out except by a named person, on approval.

    • Judging whether a deferral changes your plan.
    • Telling a board that the estate is compliant.
    • Setting the cadence at which a regime is watched.
  • Changes to the register, the watchlist or the digest.

Example output

One register entry, annotated

Our shipped market-research agent traces commercial sources for an insights function; this one tracks instruments and the stage each has reached, for a strategy team deciding whether to act.

Register entry · single instrument

Illustrative example
Stage
Deforestation, Regulation (EU) 2025/2650
Recorded as
In force, and not yet applying
Instrument
Stage recorded, not judged
Source of record
Application from 30 December 2026
Confidence
Held unaccepted
Held for
The register owner, by name

As received

Taken from the Official Journal text and the watch record — it reaches no further than those sources.

What the record holds

  • Official Journal text
  • Stage and its date
  • Last currency check

Why nothing is settled here

Whether a deferred rule changes your plan is a judgement for counsel.

What the score decides

Below the configured threshold an entry picks up a counsel read before the owner sees it.

Action

AcceptAppend sourceSend to regulatory counsel

Value

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 instrument

From the source that establishes it

03Stage

Where the stage is used

No general obligation binds an ordinary company to monitor regulatory change: this page shows what was watched and the stage each instrument reached, and it settles nothing beyond that.

01Approved path

Proposed is not in force

Release 33-11414 was announced on 5 May 2026 and its comments closed on 6 July 2026, with no adopting release since, so Form 10-Q stands.

02Human review

What was checked, and not found

No duty of general application to scan the horizon was located in statute or rule; no penalty figure is published on this page; and the OCC heightened standards and the fund compliance rule were not read in primary text, so neither is cited.

04

Build an evidence trail

The instrument, the stage it has reached and the owner who accepted it stay together.

Integrations

Typical integrations

Five system groups connect to the same agent. Which of them are in scope is decided in discovery.

  • Gazettes and official registers

    • Federal Register
    • EUR-Lex
    • Proposals and adoptions
  • Courts and appellate dockets

    • Docket entries
    • opinions
    • Vacaturs, stays and remands
  • Regulators and supervisors

    • Agency bulletins
    • portals
    • Guidance, withdrawals and pauses

Agent

Regulatory horizon register

  • Watches the sources
  • Records the stage
  • Holds for the owner
  • Legislatures and parliaments

    • Bill trackers
    • legislative feeds
    • Bills, adoptions and repeals
  • Observability & evaluation

    • OpenTelemetry
    • Langfuse
    • Supported monitoring/evaluation sources

Integration availability depends on the client's existing systems and API access.

Agent controls

Six vaults between the model and the owner

Six vaults opened one inside the next, the last the heaviest. What is inside is set out in the map below.

L6 · Outermost — last line of defence

Inward → L1 · closest to the model

L6Rollback / safe modeNarrow the agent to instrument listing when evaluation or production signals degrade.Roll back
L5Version monitoringTrack model, prompt and staging rules; 16 CFR Part 425 was vacated on 8 July 2025 and the pre-2024 rule restored on 12 February 2026.Track
L4TraceabilityRecord each instrument, the stage under it, the source it came from and every read of the entry.Record
L3Owner releaseHold the entry for the named register owner; the hold governs acceptance, not what the instrument turns out to require.Gate
L2Source guardrailsTest each entry against its official source; the LkSG reporting duty stayed law after BAFA closed its portal on 3 September 2025.Restrict
L1Confidence thresholdsRoute a stale entry to a counsel read first; the HSR form of 2024 was vacated on 12 February 2026 and a stay refused on 19 March 2026.Require review
Model coreInstrument staged — the stage, its source, the date and currency
L1 – L2
Test whether an entry may stand
L3
Leaves the acceptance to a named person
L4 – L5
Keep the instrument and the stage behind it
L6
Falls back to instrument listing when signals degrade

How Nestack evaluates it

Evaluate the whole assembly — not only the register entry that comes out.

Coverage runs the whole depth of the workflow, and every layer is cut by slice.

Surface — the digest a strategy team reads

  1. E1Final-output evaluationDid the entry record the stage its source actually establishes?
  2. E2Step-level evaluationDid the agent read the right source, the right instrument and the live text?
  3. E3Tool evaluationDid it read and write the correct register entry and the correct stage?
  4. E4Confidence calibrationDo low-confidence entries actually attract more counsel corrections?
  5. E5Slice evaluationHow does performance change across specific regimes?
  6. E6Business outcomeHow many entries needed a correction before the owner accepted?

Floor — the decision the company answers for

Failure modes

Where each failure originates in the agent

Seven failure modes, each fixed at the stage where it first surfaces.

Agent lifecycle

Direction of processing →

  1. 01 · Retrieval

    1 mode

    • MI-03

      Stale source read

      The text read is not the version now in force.

    Stage gathers

    The regimes, the sources, the dates and stages

  2. 02 · Reasoning

    2 modes

    • MI-04

      Stage asserted, not sourced

      A stage is recorded with no source under it.

    • MI-06

      Vacated rule read as live

      A struck-down rule is worked as the operative one.

    Stage proposes

    The instruments, their stages and currency

  3. 03 · Tool / write

    2 modes

    • MI-02

      Stale entry passed forward

      An entry moves on without the counsel read.

    • MI-05

      Stage bound to wrong instrument

      The date is filed against a different measure.

    Stage writes

    Only where write access and approval policy allow it

  4. 04 · Output

    1 mode

    • MI-01

      Accepted, source unrecorded

      The entry shows acceptance but not the text under it.

    Stage returns

    The entry an owner accepts and a board reads

  5. 05 · Change / Version

    1 mode

    • MI-07

      Silent stage drift

      A source updates while the register keeps the old stage.

    Stage tracks

    Model, prompt, staging rules and stage fields

  • Sev-1 · an instrument accepted on no source
  • Sev-2 · a vacated rule reaches the digest
  • Sev-3 · source degrades, entry held back
See the complete Strategy failure-mode catalogue

Affected slices

Litigated rules absorb the corrections

A regime-level currency figure can read clean while litigated and vacated rules carry most of the rework. Nestack reports the correction rate by regime, not only in total.

Slice performance — reported separately, not only in aggregate

Illustrative example
SliceFailure rateLiftLift vs. thresholdStatus
Litigated and vacated rules7.4%3.6×Review
Proposed rules and consultations5.3%2.6×Review
EU regulations in force3.2%1.6×Watch
US federal final rules1.6%0.8×Normal

Bar: correction-rate lift vs. US federal final rule baseline · scale 0–4.0× · tick marks the 2.0× review threshold

2 of 4 slices over threshold

Evidence-linked improvement

What a stale stage costs

A loop ends when the vacated rule read as live has become a case the next release must pass. That suite is what the next digest issued is measured against.

Improvement cycle · five stages

Switchback — the path turns at Improve and returns at Learn

  1. 01

    Detect

    Correction rate rises on litigated and vacated rules.

  2. 02

    Diagnose

    The click-to-cancel rule a renewals plan still assumed, vacated on 8 July 2025, is read back until a single cause remains.

  3. 03

    Improve

    Number the change; the instruments that drove it are filed underneath it.

  4. 04

    Verify

    Each touched instrument case is run once more, and one red holds it back.

  5. 05

    Learn

    It stays on as a standing test, and the staging rules move alongside it.

  6. Learn → Detect

    The return edge. The next digest 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, register assembly, evaluation, integration, then production validation and handover.

Workstream

Week 1Week 2Week 3Week 4Week 5Week 6

  1. 01Acceptance-boundary and watchlist-coverage work.Week 1
  2. 02Gazette, docket and bulletin sources.Week 1, Week 2
  3. 03Instrument-to-stage and currency-cadence mapping.Week 1, Week 2
  4. 04Instrument source ingestion.Week 2
  5. 05Instrument, stage and date binding.Week 2, Week 3
  6. 06Currency scoring and review routing.Week 3
  7. 07Owner acceptance workflow.Week 3, Week 4
  8. 08Register and watchlist integration.Week 5
  9. 09Stage and currency cases.Week 4, Week 5
  10. 10Guardrails and staging controls.Week 4
  11. 11Instrument-trail instrumentation.Week 5, Week 6
  12. 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 tierPilotOne regime, one yearProductionProduction register workflowAdvancedMultiple regimes / jurisdictions
Introduced at Pilot
Stage assembly to your sources✓✓✓
Register owner release✓✓✓
Watched-instrument baseline✓✓✓
Introduced at Production
Reporting by regime—✓✓
Owner acceptance workflow in your systems—✓✓
Approved write-back—✓✓
Official-source integration—✓✓
Introduced at Advanced
Multi-jurisdiction registers——✓
Cross-regime digest packs——✓
Large watchlists——✓
Multi-jurisdiction staging controls——✓
Build priceFrom $5,000From $8,000Custom quote
Final build price
Confirmed after discovery based on integrations, workflow complexity, instrument 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.

  1. 01Your regimes and the sources you already trust

    Source mapping and instrument capture

    Week 1
  2. 02Representative gazette, docket and bulletin records

    Source binding, stage logic and the register baseline

    Week 2
  3. 03Your standing watchlist and the owner it names

    Regime mapping, cadence binding and the automation boundary

    Week 1
  4. 04Access to relevant APIs, feeds or exports

    Gazette, docket and bulletin source assessment, then integration setup

    Week 2
  5. 05Digests you would not want relied on

    Currency cases and the evaluation run

    Week 4
  6. 06What no horizon digest may establish

    Currency scoring, review routing, guardrails and release controls

    Week 3
  7. 07A named owner who accepts an instrument into the register

    Release to the register owner, 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

You are reading effort, not spacing, which is why the fifth of these bands has two phases inside it.

Phase

W1

W2

W3

W4

W5

W6

  1. DiscoveryW1
  2. BuildW2 – W3
  3. EvaluateW4 – W5
  4. Pilot & LaunchW5 – W6

Week focus

W1Register workflow discovery, regime mapping and the automation boundary

W2Source integration and the watched-instrument baseline

W3Stage assembly, currency logic and release controls

W4Evaluation suite, currency cases and failure-mode testing

W5Docket integration, pilot instruments and targeted corrections

W6One legislative year run under the regulatory counsel, then Agent Care handover

Reading the band
Every band runs the weeks its own work is named for, and one of them doubles up because the work does.
At the end of W6
When the instrument record validates, Agent Care takes the agent on.
Duration
Six-week plan shown · typical delivery 4–6 weeks depending on scope confirmed in discovery.

Next step · Strategy AI agent

Build a horizon register around the rule your plan still assumes is law.

Show us one instrument and the source that fixes its stage. Which regime puts a general duty to scan on you? None does: the nearest analogues, 17 CFR 275.206(4)-7 and FINRA Rule 3130, reach investment advisers and a member firm CEO, never an ordinary company.

Typical delivery
4–6 weeks
Deployment
Your watchlist
Named owner
Stage, not feed
After launch
Agent Care available

Nestack Agents · Regulatory horizon

AGT-CS-10 · Agent Care available after launch

Build a horizon register

Four questions so the call starts from your actual setup — then pick a time that suits you.

About you
Your regimes

No obligation. We’ll map the workflow, name the automation boundary and tell you if an agent is the wrong answer.