Templates

What a wide swarm is for

A wide swarm is for work that splits into many independent units: each worker gets only its unit, every claim is checked against evidence, and only what holds is merged. These templates are starting points for an ask, not promises of a result; each one says what it is designed for, what runs today, and when a swarm is the wrong tool.

These describe intended use. Agent counts are what each pattern is designed for, not what runs today: the hosted engine currently runs up to four agents, and on the simulator only a generated reconciliation case. No template has been measured, so no results are shown.

Seven patterns

Every template uses exactly one of these as its backbone. The orange mark is the independent check. Choose a pattern to filter the library.

The library

120 templates

Procurement and supply chain6 templates

Check tender bids against every mandatory and scored requirement

For: Sourcing manager or chair of a tender evaluation committee running a formal RFP

Each bid runs to hundreds of pages of technical, commercial, legal and sustainability annexes.

Pattern: Specialist panelNeeds live models5 decisionsDesigned for 8 to 300 agents

Reconcile agreed terms across supplier contracts and amendments

For: Procurement lead or category manager preparing renewals or a supplier performance review

The price, delivery date and penalty that apply to each supplier are spread over a master agreement, amendments and emails.

Pattern: Map, verify, reduceRuns today5 decisionsDesigned for 4 to 150 agents

Stress-test the negotiation position before supplier renewals

For: Category manager preparing renewal negotiations across a whole supplier category

Negotiation briefs are built from memory and the supplier's own account review.

Pattern: Adversarial reviewNeeds live models5 decisionsDesigned for 6 to 200 agents

Legal and contracts6 templates

Draft and rank fallback wording for contested clauses

For: Commercial counsel refreshing a template or stuck on a contested set of clauses

Counsel drafts one or two alternatives under time pressure and sends the first that reads well.

Pattern: TournamentNeeds live models6 decisionsDesigned for 8 to 150 agents

Find where signed contracts deviate from the contract playbook

For: General counsel or legal operations lead who inherited a contract portfolio

Nobody knows which signed agreements carry uncapped liability, odd governing law or weak termination rights.

Pattern: Map, verify, reduceRuns today5 decisionsDesigned for 4 to 250 agents

First-pass relevance and privilege review for document disclosure

For: Litigation associate or disclosure manager facing a court or regulator deadline

A very large set of emails and attachments must be tagged for relevance to the pleaded issues and screened for privilege.

Pattern: Map, verify, reduceNeeds scale6 decisionsDesigned for 50 to 2,000 agents

Keep the obligations register current: notices, renewals, duties

For: Contract manager or legal operations lead responsible for post-signature obligations

Renewal windows, notice periods, price review dates and reporting duties are captured once at signature, if at all.

Pattern: WatchtowerNeeds a connector5 decisionsDesigned for 10 to 300 agents

Settle assignment and change-of-control readings before a transfer

For: In-house or deal counsel planning an intra-group reorganisation, carve-out or sale

Whether consent is needed turns on wording: assignment versus transfer by operation of law, direct versus indirect control, affiliate carve-outs.

Pattern: Cross-examinationNeeds live models5 decisionsDesigned for 6 to 200 agents

Compliance and risk6 templates

Decide which products and activities fall in scope of a rule

For: Regulatory counsel or compliance advisory lead classifying products under a new regime

Whether a product, entity or activity is in scope turns on definitions and exemptions read against product terms.

Pattern: Cross-examinationNeeds live models6 decisionsDesigned for 6 to 200 agents

Map a new regulation to policies and controls, rule by rule

For: Head of compliance or regulatory change manager implementing a new rule

A new regulation arrives with obligations buried in articles, annexes and guidance.

Pattern: Hierarchical decompositionNeeds live models6 decisionsDesigned for 8 to 400 agents

Rehearse a regulatory inspection against your own evidence

For: Chief compliance officer or quality head preparing for a regulator or certification audit

Readiness is a self-assessment where owners tick 'compliant'.

Pattern: Adversarial reviewNeeds scale6 decisionsDesigned for 20 to 600 agents

Test control evidence samples against the control description

For: Internal control manager or second-line tester running the annual control testing cycle

Every key control needs sampled evidence checked: was the approval there, by the right person, before the event, for the right amount.

Pattern: Map, verify, reduceNeeds scale6 decisionsDesigned for 20 to 800 agents

Finance and audit6 templates

Break a group audit plan into entity, process and assertion tests

For: Head of internal audit or group audit senior manager planning the annual audit

A group audit spans many entities, each with its own processes, ledgers and prior findings.

Pattern: Hierarchical decompositionNeeds scale6 decisionsDesigned for 20 to 1,000 agents

Challenge impairment and valuation assumptions unit by unit

For: Chief financial officer, valuation lead or audit partner reviewing impairment tests

Growth, margin and discount rate assumptions for each cash-generating unit are defended with management's own narrative.

Pattern: Adversarial reviewNeeds live models6 decisionsDesigned for 8 to 200 agents

Extract lease accounting inputs where the wording needs judgement

For: Group accountant or lease accounting lead maintaining the lease register

Lease term, extension and termination options, indexation and incentives sit in contracts and amendments in several languages.

Pattern: Cross-examinationNeeds live models6 decisionsDesigned for 6 to 300 agents

Reconcile intercompany agreements with the transfer pricing policy

For: Group tax manager or group controller preparing transfer pricing documentation

Markups, payment terms and service scopes are set in the transfer pricing policy, restated in intercompany agreements and changed in addenda.

Pattern: Map, verify, reduceRuns today6 decisionsDesigned for 4 to 120 agents

Tie out every figure and statement in the draft annual report

For: Financial reporting manager or audit senior in the last weeks before signing

Every number, cross-reference and narrative statement must agree with the trial balance, note schedules and prior year.

Pattern: Map, verify, reduceNeeds scale6 decisionsDesigned for 30 to 1,500 agents

Watch loan covenants and reporting duties against monthly figures

For: Group treasurer or financial controller of a company with several debt facilities

Covenant definitions differ between facilities: what counts as debt, which adjustments are allowed, when certificates are due.

Pattern: WatchtowerNeeds a connector6 decisionsDesigned for 6 to 150 agents

Due diligence and M&A6 templates

Generate and rank deal protections for each diligence finding

For: Deal counsel or corporate development lead turning findings into contract terms

Each red flag needs a response: a specific indemnity, a price adjustment, an escrow, a condition before closing or a covenant.

Pattern: TournamentNeeds live models6 decisionsDesigned for 8 to 250 agents

Read each disclosure against the warranty it qualifies

For: Transaction counsel for buyer or seller negotiating the disclosure letter

A disclosure letter arrives late with general and specific disclosures and bundles of documents.

Pattern: Cross-examinationNeeds live models6 decisionsDesigned for 6 to 250 agents

Red-flag customer contracts for change of control and exit rights

For: M&A associate or corporate development manager on a buy-side review

The value of the target sits in its customer contracts, and the data room holds hundreds with order forms and amendments.

Pattern: Map, verify, reduceRuns today6 decisionsDesigned for 4 to 300 agents

Test every claim in the information memorandum against the data room

For: Private equity investment manager or corporate development lead before a binding offer

The seller's memorandum and management presentation make claims about customers, retention, pipeline, capacity and compliance.

Pattern: Adversarial reviewNeeds live models6 decisionsDesigned for 8 to 400 agents

Software engineering6 templates

API documentation checked against the specification

For: Developer relations lead or API product owner responsible for public documentation

The reference pages, the interface specification and the changelog drift apart.

Pattern: Map, verify, reduceRuns today5 decisionsDesigned for 4 to 200 agents

Dependency advisory watch with reachability evidence

For: Application security engineer or platform owner handling vulnerability advisories across many repositories

Advisories arrive daily and most do not matter, because the vulnerable function is never called.

Pattern: WatchtowerNeeds a connector5 decisionsDesigned for 10 to 400 agents

Dependency and licence audit across a monorepo

For: Engineering lead or open-source compliance owner preparing a release, a sale or a customer audit

A monorepo pulls in a very long list of direct and transitive packages, each with its own licence text.

Pattern: Map, verify, reduceNeeds scale5 decisionsDesigned for 40 to 600 agents

Design review panel for an architecture proposal

For: Engineering manager or architect taking a design document to review before build starts

Design reviews depend on who shows up.

Pattern: Specialist panelNeeds live models5 decisionsDesigned for 4 to 16 agents

Migration impact map across services

For: Staff engineer or platform lead planning a framework, database or shared-library migration

A breaking upgrade touches modules owned by many teams.

Pattern: Hierarchical decompositionNeeds a connector6 decisionsDesigned for 30 to 800 agents

Test case tournament for a module that must not break

For: Quality lead or engineer owning a payment, pricing or permissions module with thin tests

The module that must not break has happy-path tests only.

Pattern: TournamentNeeds a connector6 decisionsDesigned for 20 to 300 agents

Security and IT operations6 templates

A night of alerts triaged into incidents with evidence

For: Security operations lead or on-call analyst starting the morning shift

Overnight the queue fills with alerts, most of them duplicates or noise.

Pattern: Map, verify, reduceNeeds a connector6 decisionsDesigned for 30 to 1,000 agents

Access recertification across every account and role

For: IT security manager or identity owner running the periodic access review

Managers receive a spreadsheet of entitlements and approve all of it, because nobody can judge that many rows.

Pattern: Map, verify, reduceNeeds scale5 decisionsDesigned for 40 to 1,000 agents

Root-cause hypotheses tested against log windows

For: Site reliability engineer or incident commander writing the review after an outage

After an outage the first plausible story wins.

Pattern: Cross-examinationNeeds scale6 decisionsDesigned for 20 to 500 agents

Security control evidence mapped before an audit

For: Security compliance manager preparing for a certification or customer audit

The framework has a long list of controls, each with sub-requirements.

Pattern: Hierarchical decompositionNeeds live models6 decisionsDesigned for 8 to 200 agents

Threat model attacked before the design is built

For: Security architect or product security engineer reviewing a new system design

Threat models are written by the people who designed the system, so they list the threats the design already handles.

Pattern: Adversarial reviewNeeds live models5 decisionsDesigned for 6 to 60 agents

Vendor security posture watch between assessments

For: Third-party risk analyst or security lead responsible for supplier assurance

Vendors are assessed once a year from a questionnaire.

Pattern: WatchtowerNeeds a connector5 decisionsDesigned for 10 to 300 agents

Customer support and success6 templates

A quarter of support tickets clustered into defects

For: Head of support or product operations lead reporting product problems to engineering

Tags are applied in a hurry and mean different things to different agents.

Pattern: Map, verify, reduceNeeds scale5 decisionsDesigned for 50 to 1,000 agents

Help articles re-checked when the product changes

For: Knowledge manager or support enablement lead owning the help centre

Every release quietly breaks a few help articles.

Pattern: WatchtowerNeeds a connector5 decisionsDesigned for 10 to 300 agents

Renewal risk review across the whole customer book

For: Head of customer success or renewals manager preparing the quarter's renewal plan

Health scores are a colour in a dashboard.

Pattern: Map, verify, reduceNeeds a connector5 decisionsDesigned for 30 to 600 agents

What is owed in a service credit dispute

For: Support escalation manager or customer success director handling a contractual dispute

A customer claims a service credit.

Pattern: Cross-examinationRuns today5 decisionsDesigned for 3 to 24 agents

Sales and marketing6 templates

A quarter of sales calls mapped to objections

For: Sales enablement lead or revenue operations manager explaining why deals are lost

The loss reason in the pipeline is a dropdown picked by the seller.

Pattern: Map, verify, reduceNeeds scale5 decisionsDesigned for 40 to 800 agents

Competitor pricing and product page watch

For: Product marketing manager or competitive intelligence lead keeping battlecards current

Battlecards are accurate the week they are written.

Pattern: WatchtowerNeeds a connector5 decisionsDesigned for 10 to 300 agents

Forecast deals challenged against their own evidence

For: Chief revenue officer or sales operations lead preparing the quarterly forecast call

Every deal in the commit column has a confident owner.

Pattern: Adversarial reviewNeeds a connector5 decisionsDesigned for 20 to 400 agents

Launch materials reviewed by a specialist panel

For: Product marketing lead responsible for a launch going out accurate and on time

The launch page, press text, pricing sheet and sales deck are written by different people.

Pattern: Specialist panelRuns today5 decisionsDesigned for 4 to 20 agents

Tender questionnaire answered from approved sources

For: Bid manager or solutions consultant responding to a large tender or security questionnaire

A tender arrives with a very long questionnaire and a short deadline.

Pattern: Hierarchical decompositionNeeds scale6 decisionsDesigned for 20 to 500 agents

Research and intelligence6 templates

Competitor teardown from public sources with citations

For: Strategy analyst, product leader or founder preparing a market entry or board discussion

A teardown is stitched from a few web pages and hearsay.

Pattern: Hierarchical decompositionNeeds a connector6 decisionsDesigned for 20 to 500 agents

Literature review where every claim cites a passage

For: Research lead, analyst or doctoral researcher scoping a field before committing to a direction

A review means a very long reading list.

Pattern: Map, verify, reduceNeeds scale5 decisionsDesigned for 30 to 800 agents

Standards, regulator and patent source watch

For: Regulatory intelligence analyst or research and development lead tracking an external field

The field moves through consultations, draft standards, guidance notes and filings spread over many sites.

Pattern: WatchtowerNeeds a connector6 decisionsDesigned for 10 to 400 agents

Healthcare and life sciences6 templates

Check adverse-event narratives against their case data

For: Pharmacovigilance lead or safety writer preparing case narratives for a study report or aggregate report

Hundreds of case narratives are written from line listings.

Pattern: Cross-examinationNeeds scale5 decisionsDesigned for 30 to 300 agents

Dual-screen abstracts for a systematic review

For: Evidence synthesis lead, health economist or medical affairs researcher running a systematic review

Review methods call for two independent screeners per abstract.

Pattern: Cross-examinationRuns today5 decisionsDesigned for 3 to 200 agents

Grade protocol deviations across trial sites, with evidence

For: Clinical operations lead or trial quality manager at a sponsor or contract research organisation

Deviation logs and monitoring reports pile up across sites.

Pattern: Map, verify, reduceNeeds scale6 decisionsDesigned for 40 to 400 agents

Energy and utilities6 templates

Check a flexibility contract portfolio against dispatch obligations

For: Portfolio manager at a flexibility aggregator, or a utility demand-response programme lead

Every site contract has its own notice time, duration limit, activation cap, availability window, baseline method and penalty.

Pattern: Specialist panelNeeds live models6 decisionsDesigned for 8 to 300 agents

Check as-installed protection settings against the approved study

For: Protection engineer at a utility, a DC microgrid or data centre operator, or a commissioning contractor

The coordination study says one thing, the issued setting sheet another, the commissioning record a third.

Pattern: Map, verify, reduceNeeds scale6 decisionsDesigned for 30 to 500 agents

Compare root causes across outage and fault reports

For: Reliability engineer or head of operations at a network operator or plant fleet owner

Each outage gets its own investigation and its own root cause label.

Pattern: Adversarial reviewRuns today6 decisionsDesigned for 4 to 120 agents

Reconcile study assumptions across an interconnection queue

For: Interconnection manager at a developer, or a transmission planner reviewing clustered studies

Each project's study rests on a base case, on earlier-queued projects assumed in service, on short-circuit levels and on shared network upgrades.

Pattern: Map, verify, reduceNeeds scale6 decisionsDesigned for 30 to 400 agents

Review maintenance and test records across a substation fleet

For: Asset manager or maintenance engineer at a transmission or distribution network operator

Oil analysis reports, breaker timing tests, relay test sheets and battery discharge tests sit inside work orders.

Pattern: Hierarchical decompositionNeeds a connector6 decisionsDesigned for 40 to 600 agents

Trace grid code and tariff changes to every affected asset

For: Grid compliance or regulatory affairs manager at a generator, storage operator or network company

A revised grid code clause or tariff schedule touches some assets and not others, depending on connection date, voltage level, technology and derogations.

Pattern: WatchtowerNeeds a connector6 decisionsDesigned for 20 to 500 agents

Manufacturing and quality6 templates

Challenge root-cause reports before they are closed

For: Quality manager or customer quality engineer approving problem-solving reports

Problem-solving reports are closed under customer deadlines.

Pattern: Adversarial reviewRuns today6 decisionsDesigned for 4 to 150 agents

Find recurring causes across non-conformance reports

For: Quality manager or continuous improvement lead across several plants or lines

Non-conformance reports are written by many people in free text.

Pattern: Map, verify, reduceNeeds scale6 decisionsDesigned for 40 to 500 agents

Generate and narrow hypotheses for a chronic defect

For: Process engineer or plant quality lead facing a defect that keeps coming back

The clues to a chronic defect are scattered over shift logs, maintenance records, material lots, setup sheets and earlier reports.

Pattern: TournamentNeeds a connector6 decisionsDesigned for 24 to 300 agents

Trace failure modes through control plan to work instructions

For: Quality engineer or process engineer preparing for a customer or certification audit

The process failure analysis lists controls, the control plan should carry them, and the work instructions should tell the operator how.

Pattern: Hierarchical decompositionNeeds live models6 decisionsDesigned for 12 to 300 agents

Real estate and construction6 templates

Check handover documents against the asset list and contract

For: Facilities manager, client representative or commissioning manager receiving a completed building

At handover, thousands of manuals, certificates, warranties and test records arrive in bulk.

Pattern: Map, verify, reduceNeeds scale6 decisionsDesigned for 30 to 600 agents

Find conflicts between specifications, schedules and drawing notes

For: Design manager or lead consultant coordinating disciplines before tender or construction issue

Architectural, structural and services documents are written by different teams.

Pattern: Hierarchical decompositionNeeds a connector6 decisionsDesigned for 30 to 500 agents

Level subcontractor bids against the scope, by specialist brief

For: Commercial manager, quantity surveyor or estimator comparing trade package bids

Bids for the same package arrive in different formats with different exclusions, qualifications and programme assumptions.

Pattern: Specialist panelRuns today6 decisionsDesigned for 4 to 80 agents

Stress-test a delay claim against the project record

For: Contracts manager or claims consultant preparing or defending an extension of time claim

The record of a delay is spread over site diaries, information requests, instructions, meeting minutes and letters.

Pattern: Adversarial reviewNeeds live models6 decisionsDesigned for 10 to 250 agents

Watch permit conditions and code changes across a development pipeline

For: Development manager or planning compliance lead with many sites at different stages

Each consent carries conditions with triggers and expiry dates, and local plans and building regulations change while projects are in design.

Pattern: WatchtowerNeeds a connector6 decisionsDesigned for 16 to 300 agents

Public sector and policy6 templates

Code consultation responses by question and keep minority views

For: Policy analyst or consultation lead at a ministry, regulator or municipality

A public consultation brings thousands of free-text responses, many from campaigns, some from experts with one decisive point.

Pattern: Map, verify, reduceNeeds scale6 decisionsDesigned for 40 to 800 agents

Prepare tender evaluation evidence with two independent readings

For: Procurement officer or evaluation panel chair in a public contracting authority

Evaluators must score long submissions against published criteria and defend every score if challenged.

Pattern: Cross-examinationNeeds live models6 decisionsDesigned for 6 to 300 agents

Trace a changed legal definition through the statute book

For: Legislative drafter, government lawyer or policy adviser preparing an amending bill

Changing one defined term can ripple through acts, regulations and guidance that use or cross-refer to it.

Pattern: Hierarchical decompositionNeeds a connector6 decisionsDesigned for 30 to 600 agents

HR and people6 templates

Answer a cross-border policy question, both readings shown

For: HR business partner or people operations adviser answering policy questions

A question about leave or benefits for someone moving between countries touches several policies that do not agree.

Pattern: Cross-examinationRuns today6 decisionsDesigned for 3 to 24 agents

Check country handbooks against group people policy

For: Head of people policy or HR compliance lead in a company with staff in many countries

Each country has its own handbook and local policies, written at different times.

Pattern: Map, verify, reduceNeeds scale6 decisionsDesigned for 40 to 600 agents

Check job descriptions against the levelling framework

For: Reward or organisation design lead maintaining a job architecture across functions

Hundreds of job descriptions drift from the levelling framework.

Pattern: Hierarchical decompositionNeeds scale6 decisionsDesigned for 30 to 500 agents

Review a draft people policy from five specialist angles

For: People policy lead preparing a new or revised policy for sign-off

A draft hybrid work or travel policy goes round legal, payroll, safety, privacy and employee relations one after another.

Pattern: Specialist panelNeeds live models5 decisionsDesigned for 5 to 60 agents

Stress-test payroll rules drawn from collective agreements

For: Payroll manager or labour relations lead configuring pay rules from collective agreements

Overtime, shift premiums and allowances are configured from long collective agreements.

Pattern: Adversarial reviewNeeds live models6 decisionsDesigned for 12 to 240 agents

Watch employment law changes against local policies

For: HR compliance lead or employment counsel covering many jurisdictions

Statutory leave, notice, working time and whistleblowing rules change country by country.

Pattern: WatchtowerNeeds a connector5 decisionsDesigned for 20 to 400 agents

Insurance and claims6 templates

Map one exposure across the whole wording portfolio

For: Wordings manager or portfolio underwriter responsible for product wordings

When a new exposure appears, nobody knows which wordings, endorsements and legacy versions cover it, exclude it or say nothing.

Pattern: Map, verify, reduceNeeds scale6 decisionsDesigned for 40 to 800 agents

Prepare a coverage brief with clauses for and against

For: Claims handler or coverage specialist preparing a position on a complex commercial loss

The schedule, wording, endorsements and loss report each run long.

Pattern: Cross-examinationRuns today7 decisionsDesigned for 4 to 32 agents

Review closed claim files against the handling guideline

For: Claims quality assurance lead running periodic closed-file reviews

Closed-file reviews sample a handful of files because each takes so long to read.

Pattern: Specialist panelNeeds a connector6 decisionsDesigned for 25 to 1,000 agents

Roll up loss adjuster reports after a major weather event

For: Catastrophe claims manager coordinating external loss adjusters after a major event

Hundreds of adjuster reports arrive in different formats within days.

Pattern: Hierarchical decompositionNeeds scale6 decisionsDesigned for 30 to 1,000 agents

Test a fraud pattern hypothesis before it is acted on

For: Special investigations lead examining a suspected organised pattern across referred files

A suspected pattern, such as the same repairer invoices across many files, is persuasive once stated.

Pattern: Adversarial reviewNeeds live models6 decisionsDesigned for 10 to 200 agents

Watch wording changes and recheck only what depends on them

For: Product governance lead or wordings manager at an insurer or managing agent

A clause edit in a base wording silently affects endorsements, customer summaries, claims guidance and broker templates built on it.

Pattern: WatchtowerNeeds a connector5 decisionsDesigned for 20 to 500 agents

Data and analytics6 templates

Challenge the root cause of a pipeline incident

For: Data engineering lead writing the review after a failed or wrong pipeline run

The first plausible cause gets written into the incident review.

Pattern: Adversarial reviewRuns today6 decisionsDesigned for 4 to 40 agents

Cross-check a source-to-target mapping before migration

For: Data migration lead or solution architect moving a legacy system to a new platform

The mapping sheet has thousands of fields, filled in by different people from column names.

Pattern: Cross-examinationNeeds scale6 decisionsDesigned for 40 to 2,000 agents

Find conflicting definitions across the data dictionary

For: Data governance lead or analytics engineering manager

Active customer, net revenue and churn are each defined several ways across tables, models and dashboards.

Pattern: Map, verify, reduceNeeds scale6 decisionsDesigned for 40 to 1,500 agents

Review a new certified dataset before release

For: Head of analytics or data product owner approving a new certified dataset

A certified dataset needs sign-off on definition, statistical soundness, privacy classification, lineage and access.

Pattern: Specialist panelNeeds live models5 decisionsDesigned for 5 to 50 agents

Education and publishing6 templates

Check that every citation supports its sentence

For: Production editor or research integrity officer at a publisher or university press

A monograph or report carries hundreds of citations.

Pattern: Map, verify, reduceNeeds scale6 decisionsDesigned for 40 to 1,200 agents

Check third-party permissions before a new edition

For: Rights and permissions manager preparing a new format or territory for a title

Each figure, photo and long quotation has its own licence with its own territory, format, print run and term.

Pattern: Cross-examinationRuns today6 decisionsDesigned for 4 to 80 agents

Map course modules to accreditation learning outcomes

For: Programme director or quality assurance lead preparing an accreditation review

Accreditors ask where each required outcome is taught and assessed.

Pattern: Hierarchical decompositionNeeds scale6 decisionsDesigned for 30 to 700 agents

Watch a backlist for content made stale by source changes

For: Publishing director or digital content lead for professional and educational titles

Textbooks and course materials cite statutes, standards and official guidance that change.

Pattern: WatchtowerNeeds a connector5 decisionsDesigned for 20 to 600 agents

Physical AI and field operations6 templates

Check site photos against the construction programme

For: Construction project manager or owner's representative tracking progress across sites

Progress is reported as a percentage in a spreadsheet.

Pattern: Map, verify, reduceNeeds physical AI: planned5 decisionsDesigned for 30 to 800 agents

Cross-check defect coding in pipe inspection video

For: Drainage or pipeline inspection manager at a utility or survey contractor

Operators code defects from camera footage by eye against a standard code list.

Pattern: Cross-examinationNeeds physical AI: planned6 decisionsDesigned for 20 to 1,500 agents

Review plant walkdown video from four specialist angles

For: Site HSE manager or operations manager at a process or manufacturing plant

Walkdowns are filmed but reviewed by one person with one checklist.

Pattern: Specialist panelNeeds physical AI: planned5 decisionsDesigned for 8 to 300 agents

Roll up drone inspection footage across an asset network

For: Asset integrity manager for overhead lines, pipelines or telecom towers

Drone flights return footage for every span and tower.

Pattern: Hierarchical decompositionNeeds physical AI: planned6 decisionsDesigned for 50 to 3,000 agents

Watch repeat site surveys and recheck only what changed

For: Facilities or infrastructure asset manager with sites surveyed on a schedule

Roofs, substations and embankments are surveyed by drone or fixed camera every period.

Pattern: WatchtowerNeeds physical AI: planned6 decisionsDesigned for 30 to 2,000 agents