Proposals and presentations / Construction AI agent
Prepares role-specific resumes and project cut sheets matched to the current RFP, discipline, client, sector, geography, delivery method, and evaluation criteria. See the database IDs, linked tables, source crosswalk, workflow stages, dashboard, and human approval needed to operate it.
What happens
The agent performs a bounded part of the work. Deterministic controls preserve workflow state and evidence. A named person approves consequential use.
The run begins only from identified, permitted, current source records.
The workflow connects the task to stable business and project records.
The agent prepares structured work within approved tools and context.
Rules expose missing fields, conflicts, uncertainty, and exceptions before action.
An appointed person decides whether the prepared work can update an accepted record or be issued.
Required structure
The source material must connect to stable records, ownership, status, permissions, versions, and review. StructuredLayer defines this foundation before granting the agent consequential access.
RFP criteria
People profiles
Project evidence
Person and role IDs
Credentials and expiry
Project relevance
Permission and freshness
Database and record IDs
The database can be Airtable, Teable, SQL, or a controlled combination with existing systems. The agent depends on linked records and durable IDs, not on one database brand.
These values are examples. StructuredLayer agrees the naming format with the client. The key may be a readable code or a database UUID, but it should not be a row number, filename, email address, or editable display name. It remains stable when a project name, document title, company name, owner, status, or source system changes.
Why the ID matters
The agent should never rely on names such as “Tower Project,” “latest drawing,” or “John's quote.” Stable IDs connect the exact record, revision, source, run, reviewer, and accepted decision.
customer_idCUS-001048The client, contractor, consultant, supplier, or property organization that owns or participates in the work
pursuit_idPUR-2026-0042The current proposal or pursuit
person_profile_idPER-0184The approved person and role profile
project_evidence_idEVD-2207The supporting project, credential, or reference evidence
agent_run_idRUN-20260803-01842One traceable execution with its context, tools, versions, timestamps, cost, and result
review_idREV-20260803-00618The named reviewer, evidence presented, corrections, comments, and review status
decision_idDEC-20260803-00471The authorized approve, reject, return, escalate, or withdraw decision
proposal_asset_idAST-3391The reviewed resume or cut sheet approved for this pursuit
A small pilot can begin with these seven linked record groups. They may be separate Airtable or Teable tables, SQL tables, governed views over existing systems, or a mixture connected through APIs, exports, webhooks, and authorized browser workflows.
| Table or record group | Key fields | What it controls |
|---|---|---|
organizations | customer_id, name, role, status | Identifies who owns, supplies, reviews, or receives the work. |
scope_records | pursuit_id, customer_id, owner_id, status | Holds the current proposal or pursuit and connects every downstream record to it. |
workflow_items | person_profile_id, pursuit_id, workflow_status, assigned_owner_id | Tracks the approved person and role profile through the controlled process. |
source_registry | project_evidence_id, source_system, external_id, revision, permission | Preserves where the evidence came from, which version was used, and whether the agent may access it. |
agent_runs | agent_run_id, workflow_item_id, context_version, tool_version, run_status | Records what the agent received, attempted, returned, cost, and why it stopped. |
reviews_decisions | review_id, reviewer_id, decision_id, decision_status, decided_at | Separates model output from accountable human acceptance, rejection, correction, or escalation. |
accepted_outputs | proposal_asset_id, decision_id, source_run_id, accepted_by, accepted_at | Holds the reviewed resume or cut sheet approved for this pursuit only after the required approval. |
Airtable or Teable: suitable for a bounded workflow, transparent linked records, operational ownership, forms, review views, and moderate volume.
SQL: suitable when the workflow needs greater volume, transaction control, integration depth, reporting performance, stricter environment separation, or several agents sharing the same operating layer.
Existing construction systems: Procore, Autodesk Construction Cloud, ERP, CRM, scheduling, estimating, document, and collaboration tools can remain authoritative. The operating layer connects their records and controlled actions.
Hybrid: a common implementation keeps source documents and transactions in current systems, uses SQL for durable relationships and event history, and provides Airtable, Teable, or a custom dashboard for operational review.
StructuredLayer does not need to rename every record in every system. A crosswalk stores the durable operating ID beside each source system and native external ID.
| Operating ID | Source | Native ID |
|---|---|---|
| PUR-2026-0042 | Current business system | EXT-238541 |
| EVD-2207 | Document or source platform | REC-88419-R03 |
| RUN-20260803-01842 | Agent operations | Provider run reference |
The crosswalk supports deduplication, migration, audit, provider changes, and client-owned handover while preserving links back to the authoritative source.
Operations dashboard
The dashboard is not a decorative AI chat screen. It helps owners see what entered the workflow, what the agent prepared, what failed validation, what needs a decision, and what became an accepted record.
Drill through to source, owner, status, evidence, exceptions, decision history, and downstream effect.
Drill through to source, owner, status, evidence, exceptions, decision history, and downstream effect.
Drill through to source, owner, status, evidence, exceptions, decision history, and downstream effect.
Drill through to source, owner, status, evidence, exceptions, decision history, and downstream effect.
StructuredLayer defines each status, count, timer, acceptance measure, critical failure, correction, reviewer action, cost, and alert against the client's operating process. The diagram shows the dashboard structure, not invented performance.
Human authority
Proposal lead confirms people, claims, permissions, availability, and final issue.
The interface must show the reviewer the source evidence, proposed change, uncertainty, exceptions, prior decisions, and downstream effect. A button without sufficient information is not meaningful human control.
People confirm availability, role suitability, credentials, project relevance, client permissions, experience claims, biographies, photographs, and final issue. The agent cannot invent experience or silently rewrite the master profile.
StructuredLayer engagement
Recommended starting route: Operating-Layer Blueprint, then a bounded proposal pilot.
Current workflow
Approved employee and consultant profiles, qualifications, licenses, availability, project records, reference permissions, photographs, brand templates, RFP requirements, and stable person and project IDs.
Implementation outcome
A source-linked shortlist, tailored resume drafts, project cut-sheet drafts, missing-evidence list, freshness warnings, reusable profile updates, and an approval package for proposal leadership.
Production boundary
People confirm availability, role suitability, credentials, project relevance, client permissions, experience claims, biographies, photographs, and final issue. The agent cannot invent experience or silently rewrite the master profile.
Connected agent catalogue
Related agent roles can share controlled records, permissions, workflow events, dashboards, monitoring, and client-owned handover. Each new task still requires its own evaluation and authority boundary.
Buyer questions
Prepares role-specific resumes and project cut sheets matched to the current RFP, discipline, client, sector, geography, delivery method, and evaluation criteria.
Approved employee and consultant profiles, qualifications, licenses, availability, project records, reference permissions, photographs, brand templates, RFP requirements, and stable person and project IDs.
People confirm availability, role suitability, credentials, project relevance, client permissions, experience claims, biographies, photographs, and final issue. The agent cannot invent experience or silently rewrite the master profile.
The record model can be implemented in Airtable, Teable, a SQL database, or a controlled combination with existing construction and business systems. The important requirement is not the brand of database. It is stable IDs, linked records, source authority, permissions, workflow states, review history, and client ownership.
No. StructuredLayer can preserve each source system's native ID in an ID crosswalk and connect it to one durable operating-layer ID. This prevents duplicate projects, people, documents, opportunities, and decisions while allowing the existing systems to remain authoritative.
The recommended starting route is Operating-Layer Blueprint, then a bounded proposal pilot. The assessment should confirm source availability, workflow ownership, human review capacity, representative cases, system access, and accepted outcome before implementation.
Assess this workflow
Describe the current process, source systems, owner, common failures, human decisions, and accepted outcome. Do not submit credentials or unrestricted confidential information.
Plain-language route guide
Choose the smallest route that answers your next decision.
The formal service names remain useful for scope and contracts. The plain-language labels explain what each route actually does. These are alternatives, not four mandatory stages.
Operating-Layer Blueprint
Buyer question answered
What should we build, and where should the boundary be?
Typical input
One priority workflow, a named owner, current systems, representative records or files, and known failure points.
Output
A client-owned current-state map, target design, source inventory, implementation boundary, timeline, and fixed quote.
Bounded AI Agent Pilot
Buyer question answered
Can one specific AI-assisted task work reliably enough to justify more?
Typical input
One named task, approved sources and tools, representative cases, a human reviewer, and explicit stop conditions.
Output
A working pilot, evaluation evidence, cost and failure findings, review requirements, and a proceed, revise, or stop recommendation.
Single Workflow Implementation
Buyer question answered
How do we put one recurring workflow into controlled production?
Typical input
A defined trigger and completion point, accountable owners, approximately three core systems, rules, approvals, and test cases.
Output
Connected records, an operating view, integrations, a dashboard, acceptance testing, training, documentation, and handover.
Complete Operating Layer Implementation
Buyer question answered
How do we connect shared data and decisions across teams?
Typical input
Two to five related workflows, shared records, several departments or systems, an executive sponsor, and named operating owners.
Output
A phased operating layer with shared records, permissions, interfaces, integrations, reporting, controlled automation, training, and handover.
Still unsure which route fits?
Describe one broken workflow. The free assessment may recommend a Blueprint, pilot, implementation, a smaller discovery step, or no engagement.
