You bring
One repetitive task, representative examples, an accountable owner, and a clear business outcome.
AI agents
An AI agent can monitor an approved inbox, read documents, research permitted sources, use business software, navigate an authorized website, prepare reports, draft communication, or update connected records. But an agent should not be given unlimited access and told to figure it out.
Operating brief
You do not need to choose a model, agent framework, automation platform, API, or browser technology. Explain how the work happens today, what information is used, what result is required, and what a person must approve. StructuredLayer designs and tests the operating path around it.
StructuredLayer defines:
You bring
One repetitive task, representative examples, an accountable owner, and a clear business outcome.
We design
The approved context, tools, workflow rules, agent instructions, human approvals, evaluation, monitoring, and recovery path.
You decide
Pilot evidence shows whether to stop, keep the agent assistive, automate part of the task, or proceed toward controlled operation.
What this could look like
A team member normally opens the message, downloads the documents, checks the project details, creates a record, identifies the responsible estimator, prepares a response, and follows up if information is missing.
A controlled agent could complete the repetitive parts: classify the email, extract approved fields, connect the documents to the correct record, identify missing information, prepare a draft, and notify the assigned person.
The estimator still decides whether to pursue the opportunity. The authorized person still approves external communication and commercial commitments.
What an agent could handle
An agent pilot can start with one narrow task. Reliable production use may require connected records, workflow rules, permissions, and monitoring underneath it.
Handle approved calls, inboxes, meetings, and follow-up work.
3 capabilitiesHandle an approved call purpose, capture structured information, identify exceptions, and transfer the conversation when a person is required.
Review example actionsFor example
An incoming project enquiry can receive a unique Call ID connected to the caller's Contact ID, Company ID, and possible Opportunity ID. The record can preserve the approved call purpose, requested service, location, deadline, consent status, transcript or structured notes, unresolved questions, and transfer outcome.
If identity is uncertain, the request falls outside the approved call purpose, or a commercial commitment is requested, the agent transfers the conversation or creates a human review task. It does not invent an answer or agree to pricing, scope, or contractual terms.
Monitor approved mailboxes, classify messages, connect them to business records, prepare drafts, and route sensitive communication for review.
Review example actionsFor example
Every incoming message can receive a Message ID and Thread ID before being matched to a Company ID, Contact ID, Project ID, RFQ ID, or Invoice ID. Attachments receive separate Document IDs, preserving the original sender, received time, source mailbox, file name, version, and relationship to the message.
The agent can classify the message, identify required action, prepare a draft, request missing information, or route it to an accountable owner. Sensitive replies, commitments, pricing, and uncertain record matches remain in an approval or exception queue.
Prepare meeting context from approved records, capture decisions and actions, assign accountable owners, and connect follow-up work to the correct project or opportunity.
Review example actionsFor example
A meeting can receive a Meeting ID connected to the relevant Project ID, Opportunity ID, participants, agenda, source documents, and previous decisions. Each agreed action receives an Action ID, accountable Owner ID, due date, status, dependency, and evidence of completion.
The agent can prepare the meeting brief, capture proposed decisions, distribute approved minutes, and monitor outstanding actions. A person confirms the official decision record, accountable owners, commitments, and any change to scope, cost, schedule, or responsibility.
Interpret permitted documents, drawings, sources, knowledge, and visual evidence.
4 capabilitiesRead approved files, identify document type and version, extract required fields, compare revisions, and preserve source evidence.
Review example actionsFor example
An uploaded drawing can receive a Document ID, Sheet ID, Revision ID, project relationship, discipline, title, issue date, author, source location, file hash, superseded status, and approval state. A specification, contract, submittal, RFI, or change document follows the same controlled identity and revision pattern.
The agent can classify files, extract approved fields, compare revisions, identify missing references, and connect findings to the correct project records. It preserves the original file and source evidence. A qualified person confirms technical interpretation and any commercial, safety, design, or compliance consequence.
Collect permitted information from approved sources, connect findings to existing records, cite evidence, and expose uncertainty for review.
Review example actionsFor example
A research task can receive a Research Request ID connected to a Company ID, Property ID, Project ID, or Opportunity ID. Every finding records its source URL, publisher, retrieval date, quoted or extracted evidence, relevant entity, confidence status, and last verified date.
The agent can compare company websites, public registers, approved databases, directories, and permitted professional sources. Conflicting or unsupported findings are marked uncertain instead of being merged into a false fact. A person approves material used for outreach, qualification, diligence, or decision-making.
Answer permitted operational questions using approved policies, project records, procedures, documents, and source-linked knowledge.
Review example actionsFor example
Each policy, procedure, project lesson, technical note, or approved answer receives a Knowledge Item ID, owner, topic, applicable business unit, effective date, version, source document, permission level, review date, and superseded status.
When answering a question, the agent records a Query ID and identifies which knowledge items and source passages supported the response. It exposes citations, version dates, access restrictions, and uncertainty. If sources disagree or no approved answer exists, it says so and routes the question to the responsible subject-matter owner.
Organize approved site photographs, inspection evidence, progress images, plans, and work-package records to prepare reviewable comparisons.
Review example actionsFor example
Each photograph, drone image, inspection file, or progress record receives an Evidence ID connected to the Project ID, location, level, room, asset, work package, capture time, photographer or device, source file, permission, and related drawing revision.
The agent can classify images, match them to approved locations, compare dated evidence, and prepare possible exceptions for review. Visual findings remain evidence rather than final determinations. Qualified people retain authority over safety, quality, completion, payment, regulatory, and contractual decisions.
Prepare proposals, presentations, reports, and controlled communications for review.
3 capabilitiesPrepare proposal and presentation drafts from approved opportunity records, requirements, project evidence, team profiles, brand templates, and reusable content.
Review example actionsFor example
A proposal can receive a Proposal ID connected to the Opportunity ID, client, submission requirements, due date, compliance matrix, approved content library, past-project evidence, and issued version. Team recommendations use Employee or Consultant IDs, roles, disciplines, qualifications, location, availability, certifications, and relevant project experience.
The agent can identify suitable team members using employee or consultant ID, role, discipline, qualifications, location, availability, certifications, client or sector experience, and relevant project experience. It then retrieves approved biographies, project sheets, and headshots using stable profile and asset IDs.
A person approves the proposed team, claims, commercial information, final narrative, and issued document.
Prepare commentary and review packs from governed metrics, current records, exceptions, and cited source material.
Review example actionsFor example
A management report can receive a Report ID, reporting period, issue version, responsible owner, approval status, and publication date. Every figure is connected to a defined Metric ID, calculation rule, source records, reporting cutoff, exception threshold, and last reconciliation time.
The agent can prepare commentary, highlight exceptions, compare the current period with previous periods, and assemble a review pack. It does not silently change metric definitions or hide conflicting figures. An accountable person approves commentary, adjustments, forecasts, and the issued report.
Prepare approved project updates, client communications, social posts, newsletters, case-study drafts, and reusable content from governed business information.
Review example actionsFor example
A project update or social post can receive a Content Item ID connected to its Project ID, campaign, audience, source records, approved claims, brand template, owner, approval status, publication channel, and scheduled release time.
The agent can repurpose approved information into newsletters, client updates, case-study drafts, website copy, or social content while preserving links to the facts and assets used. Communication containing client names, project details, identifiable people, performance claims, or commercial information remains inside an approved release process.
Support bounded administration across portals, schedules, suppliers, costs, and records.
7 capabilitiesPerform authorized, bounded browser work where a suitable API is unavailable, with monitored identity, navigation, validation, and failure handling.
Review example actionsFor example
Each authorized portal visit can receive a Browser Run ID connected to the approved account, portal, search configuration, and workflow purpose. Every captured listing records its Source Listing ID, source URL, first-seen date, last-seen date, current status, extracted fields, downloaded Document IDs, and change history.
The agent can apply approved filters, monitor permitted pages, download available files, detect new or changed records, and write structured results to the destination system. Login failures, interface changes, missing controls, unexpected content, or uncertain extraction trigger recovery rules or human review rather than silent continuation.
Review incoming enquiries, connect them to existing companies and contacts, identify missing information, apply approved qualification criteria, and prepare the next action.
Review example actionsFor example
An incoming enquiry can receive a Lead ID before being matched to an existing Company ID and Contact ID or used to create a controlled new record. Qualification fields may include service requirement, geography, project type, estimated value band, decision timeline, source, fit criteria, missing information, owner, and next action.
The agent can research permitted facts, detect duplicate companies, apply approved fit rules, and prepare a qualification summary. It does not reject strategically important opportunities solely from an uncertain model judgement. Ambiguous and high-value leads are routed to a person.
Coordinate approved appointments, inspections, meetings, site visits, and review deadlines using calendars, availability, project constraints, and escalation rules.
Review example actionsFor example
An inspection or project meeting can receive an Event ID connected to the relevant Project ID, participants, required roles, location, duration, prerequisites, documents, and deadline. Availability is checked using approved Person IDs, Resource IDs, calendar permissions, travel constraints, and working hours.
The agent can propose times, send approved invitations, monitor responses, and identify conflicts. It cannot override restricted calendars, assign an unqualified person, or treat a tentative time as confirmed. Material scheduling conflicts and deadline changes are escalated to the responsible coordinator.
Collect and organize approved supplier information, qualifications, insurance documents, certifications, service areas, renewal dates, and review status.
Review example actionsFor example
Every supplier or subcontractor receives a Vendor ID connected to its legal entity, trading names, contacts, service areas, trades, approved status, project relationships, and review history. Insurance, licences, tax forms, certifications, and agreements receive separate Credential or Document IDs with issue and expiry dates.
The agent can collect documents, identify missing items, send approved reminders, and prepare a qualification summary. Expired or conflicting evidence creates an exception. A designated person approves onboarding, project eligibility, risk acceptance, and any contractual engagement.
Collect permitted supplier quotations, identify scope differences, compare commercial and non-commercial fields, and prepare a source-linked review pack.
Review example actionsFor example
Each request receives a Procurement Event ID connected to the project, work package, scope version, invited vendors, due date, and responsible buyer. Every response receives a Quote ID containing line items, exclusions, qualifications, lead times, validity dates, attachments, currency, tax treatment, and source evidence.
The agent can normalize comparable fields, identify missing scope, highlight differences, and prepare a comparison table. It must not treat the lowest total as the best offer without considering scope and conditions. Supplier selection, negotiation, and commitment remain with authorized people.
Extract information from approved invoices, cost reports, change requests, and supporting documents before routing exceptions for accountable review.
Review example actionsFor example
An invoice receives an Invoice ID connected to the Vendor ID, Project ID, purchase order, contract, cost code, work package, billing period, amount, tax, supporting documents, approval state, and payment status. Change requests receive a separate Change Event ID linked to affected scope, documents, estimates, and decisions.
The agent can extract fields, suggest record matches, identify duplicates, and flag missing or conflicting evidence. It cannot approve payment, alter a budget, accept a change, or commit the business. Financial and contractual decisions remain with the named approval authority.
Monitor connected records for duplicates, missing identifiers, conflicting values, stale information, broken links, and incomplete ownership.
Review example actionsFor example
Every detected problem can receive a Data Quality Issue ID connected to the affected entity, field, current value, proposed value, original source, competing source, detection rule, confidence, owner, status, and correction history.
Predictable corrections can follow approved deterministic rules, such as normalizing a validated domain or merging an exact duplicate according to policy. Conflicting company identities, project values, ownership records, or contractual information enter a correction queue where a person can inspect the evidence before changing the source of truth.
Coordinate one defined process across approved systems while people retain consequential authority.
1 capabilitiesCoordinate a defined process across approved records, inboxes, documents, portals, calendars, databases, and communication tools.
Review example actionsFor example
Every live workflow receives a Workflow Instance ID connected to its starting trigger, business purpose, relevant records, current state, accountable owner, required approvals, open exceptions, next action, due date, and completion evidence. An RFQ workflow might connect a Message ID, Company ID, Contact ID, Opportunity ID, Project ID, RFQ ID, multiple Document IDs, an Estimator Profile ID, a Proposal ID, and an issued outcome.
Deterministic rules control predictable routing and validation. AI handles approved interpretation, comparison, research, and drafting. People retain authority over consequential decisions.
Featured agent example
AI prepares the evidence-linked draft. Authorized people approve the team, claims, commercial information, final narrative, and issued document.
What the agent prepares
Specialist systems
StructuredLayer does not require every task to use the same AI provider.
A controlled workflow may use one model for reasoning, another for document or image understanding, a specialist model for media or 3D generation, a coding agent for integration work, and an authorized browser agent where no suitable API exists.
Every job receives a stable Run ID. Inputs, model selections, API calls, browser activity, outputs, costs, failures, corrections, and approvals can then appear in one client-owned dashboard.
The business sees one controlled operating path. Specialist systems perform the approved work behind it.
The workflow layer decides:
Generate or transform approved images, project visuals, videos, voice, captions, translations, branded assets, and preliminary 3D content through specialist model APIs.
Use vision, document understanding, research, and extraction systems to prepare reviewable information from drawings, site evidence, specifications, property records, and approved external sources.
Use approved coding and computer-use systems to prepare API connectors, browser workflows, transformations, dashboards, tests, monitoring, and controlled software changes.
Route each approved task according to capability, privacy, quality, latency, cost, availability, and validation requirements without making one provider the business source of truth.
Inspect how specialist models, APIs, browser systems, coding agents, webhooks, validation, databases, and dashboards can operate inside one controlled workflow.
Operating boundary
The operating path defines what the agent may know, use, prepare, change, and escalate before live work begins.
Define the records, documents, sources, versions, permissions, and business purpose available to the agent.
State what the agent is expected to interpret or prepare, what success means, and what remains outside scope.
Provide only the approved retrieval, communication, API, browser, or record actions required for the task.
Stop or route work when information is missing, sources conflict, confidence is low, or a consequential action requires approval.
Record inputs, sources, tool calls, outputs, corrections, failures, cost, and accepted outcomes for inspection.
Bounded AI Agent Pilot
Test whether one task can be handled through voice, email, documents, research, APIs or controlled browser activity.
A pilot does not promise that every task should become fully autonomous. The result may support a bounded live workflow, a human-assistance pattern, further data preparation, or a decision not to proceed.
Pilot definition
What starts the task, and what completed output is required?
Which records, documents, inboxes, websites, APIs, or systems are permitted?
Which actions may the agent prepare, recommend, or perform?
Which conditions require stopping, refusal, correction, or human escalation?
Which historical examples can test normal cases, edge cases, and failures?
How will quality, review effort, processing time, cost, and accepted outcomes be measured?
Human authority
The approved boundary depends on consequence, evidence, permissions, reversibility, and accountable ownership.
AI agent questions
A bounded AI agent is an AI-enabled process restricted by a defined business purpose, approved context, limited tools, action boundaries, validation rules, and human escalation. Bounding reduces available information and potential impact, but it does not guarantee correctness.
Sometimes. A pilot can use a narrow approved context package for one task. The pilot should also expose which missing records, identifiers, permissions, workflow rules, or source-authority decisions would prevent dependable production use.
Not automatically. The agent may work across approved existing applications, records, documents, APIs, inboxes, or browser interfaces. Useful systems remain authoritative where practical.
Sometimes. Authorized exports, inbox rules, shared files, database access, or controlled browser activity may be considered. Feasibility depends on permission, platform terms, identity, security, interface stability, monitoring, and failure handling.
Not necessarily. A pilot may show that the task should remain assistive, that only part of the workflow should be automated, or that stronger data and workflow controls are required first. Consequential decisions can remain under human authority.
The intended approach is client ownership of the approved environment, operating records, configurations, evaluation evidence, documentation, and handover materials. The written engagement confirms provider accounts, access, retention, and ownership boundaries.
Readiness · capability · operation
AI readiness establishes whether the context can support the task. The agent pilot tests bounded capability. AI operations defines how accepted workflows are monitored, recovered, governed, and owned.