Projects, Properties & Subcontractor Operations

Stop Paying for Work Not Done. Check Every Pay App Line.

Concrete, steel, and electrical subs bill ahead of progress, pad quantities, and stack markups on change orders. AI checks every pay application and supplier invoice against the subcontract, delivery tickets, and field progress records you already keep.

$362K
Modeled: 50K invoices, $9.90→$2.67 each
Per line
Pay App vs Subcontract
Retainage
Holdback Checked
Audited
Every Review & Approval
Construction & Real Estate professionals using InferonIQ AI platform
AI-powered intelligence for construction & real estate
Why Construction & Real Estate Needs AI

The problems that cost you millions

Front-loaded

Pay Apps Billed Ahead of Work

Subs front-load the schedule of values and bill percent-complete ahead of what the field has installed — labor hours, material quantities, and equipment time that inspection logs don't support.

Ticket ≠ Bill

Material Supplier Padding

Ready-mix, rebar, and lumber suppliers invoice quantities and unit prices that don't match signed delivery tickets and the PO — across hundreds of tickets per project.

Stacked

Change-Order Markups

Change orders arrive with markups above the subcontract's allowed percentage, stacked tier on tier, and scope already in the base contract. Without a line check against the subcontract, they get approved.

Ask AI

Ask anything about your Construction & Real Estate data

Natural language queries across all your databases. Answers in seconds, not hours. No SQL required.

inferoniq / Ask AI — Construction & Real Estate
Ctrl+K
U
"Show concrete and steel spend by project and supplier"
Queried 3 databases in 1.4 seconds
Supplier
Amount
Variance
Meridian Supply Co.
$4.2M
+12%
Northwind Components
$2.8M
-3%
Atlas Industrial Group
$1.9M
+8%
Show concrete and steel spend by project and supplier
Which subs have the most change order markups?
What pay applications bill ahead of inspected progress?
Show equipment rental invoices vs contract rates by project
Invoice Intelligence

AI-Powered Pay Application & Progress Validation for Construction & Real Estate

MATCH98.7%$185/ydSUBCONTRACT380 yardsDELIVERY TICKETS$83,250PAY APPLICATION
Real Example

“Concrete sub billed 450 cubic yards at $185/yd — signed delivery tickets total 380 yards. $12,950 over-billing flagged before the pay app is approved.”

Subcontractor invoice matching with progress validation
PO and contract validation for every pay application
Duplicate payment and billing checks
Change order impact analysis
Retainage calculation and tracking
Spend Analytics

Complete spend visibility across your Construction & Real Estate operations

Spend by Category
Suppliers$4.2MOperations$3.1MContracts$2.4MIT / SaaS$1.8MOther$1.1M
Subcontractor and vendor spend by category
Invoice aging with overdue payment tracking
Spend leakage detection across project invoices
DPO monitoring and vendor concentration risk
Contract Intelligence

AI-powered contract analysis for Construction & Real Estate

Upload any contract. AI extracts clauses, identifies risks, tracks renewals, and monitors obligations — automatically.

Lease and vendor contract management
Renewal and option tracking
Milestone and deliverable monitoring
Obligation and penalty clause alerts
Contract Intelligence
Master Service Agreement
Section 4.2 — Auto-Renewal Clause
This agreement shall automatically renew for
successive one (1) year periods unless notice
is provided ninety (90) days prior...
AI Extracted
Renewal
Auto — Mar 2027
Notice
90 days
Escalation
Up to 8%/yr
Risk
Medium-High
AUDIT READY
Compliance & Controls

Audit-ready controls built into every workflow

Retainage holdback check on every pay application
Approval controls by project and threshold
Complete audit trail for every payment
Named approvers by project and dollar level
Document Intelligence

Upload any document. AI understands it.

Invoices, contracts, PDFs, scanned documents — upload anything. AI classifies, extracts data, embeds for search, and makes it queryable in seconds.

Multi-Source Ingestion

Upload files, connect SharePoint, OneDrive, S3, email — or drag and drop. All formats supported.

AI Classification & Extraction

Auto-classifies document type (invoice, contract, legal, PO) and extracts structured data with AI vision.

Smart Edit — 8 AI Actions

Click any document for instant AI analysis: Clause Clarity, Risk Analysis, Key Terms, Line Audit, Tax Check, and more.

Custom Workflow Agents

Describe a workflow. Get a live app. In plain English.

Not just dashboards — operational workflows with approvals, routing, alerts, and SLAs. Describe what you need in natural language. InferonIQ builds, connects, and deploys a working app in minutes.

Try this in Agent Studio:

“Build a change order approval workflow — PM signs off under $10K, anything over $10K escalates to the owner rep within 72 hours.”

Approval workflowThreshold routing72hr SLAMulti-level sign-off
Natural-language agent builder — describe what you need
Agent Studio — business users customize instructions
Approval workflows, SLA timers, and escalation routing
Scheduled automation (batch, hourly, per-event)
Connectors: Email, Slack, Teams, S3, SharePoint, REST
Full pipeline observability and audit trail
Agent StudioNo Code
Agent Name
Construction Cost Auditor
Industry
Construction & Real Estate
Match Configuration
Subcontract↔Delivery Tickets↔Pay Application
Data Source
Procore / Sage 300
Trigger
Per pay application
Tolerance
±2%
Agent ready to deployActivate
InputLearningOutput
Self-Learning Platform

Every query makes the system smarter

inferonIQ learns from every interaction — correction patterns, match decisions, and successful queries feed back into the engine automatically.

Query Memory
50–100ms cached responses. 40–60% hit rate that improves daily.
Auto Glossary
Business terms built from successful queries — your domain language.
Correction Patterns
Auto-extracted from feedback. Replayed at query time.
Threshold Tuning
Match rules auto-optimize from human decisions over time.
Cross-Database Intelligence

One question. All your systems.

Query across Oracle + SQL Server + Snowflake in one question. Parallel execution, automatic join inference, unified results.

ORACLESQLServerSNOWFLAKEMERGE✓UNIFIEDRESULT

Dialect-native SQL

Postgres, SQL Server, Oracle, MySQL, Snowflake, BigQuery, Databricks, Redshift and more.

Auto Join Inference

FK matching, business key matching, and composite key discovery across databases.

Parallel Execution

Queries execute simultaneously across systems. Results merged and deduplicated.

Connects to anything

Databases, ERPs, file storage, email and SharePoint — anything else over JDBC or REST API.

Works With Your Entire Stack

ORACLESAPSQLServerPPostgreSQLSnowflakeBigQueryMyMySQLDatabricksQQuickBooksNetSuitexeroSSharePointWorkdayIcertisSAPAribaJAGGAEREpicORACLEHealthFHIR R4HL7v2
+ any database, ERP or EHR
ORACLESAPSQLServerPPostgreSQLSnowflakeBigQueryMyMySQLDatabricksQQuickBooksNetSuitexeroSSharePointWorkdayIcertisSAPAribaJAGGAEREpicORACLEHealthFHIR R4HL7v2
+ any database, ERP or EHR

Why Construction & Real Estate teams choose InferonIQ

Zero data replication — BYOC available
Connect any database + documents
Ask AI across real enterprise data
Built-in invoice + contract intelligence
Audit-ready controls and compliance
Enterprise security with RBAC
Fast time to value — under 48 hours
BYOC / On-Prem
Zero Data Movement
SOC 2 Type II — In progress
Role-Based Access
Full Audit Trail
PII / PHI Detection
What to expect

What InferonIQ brings to Construction & Real Estate

Modeled figures show their basis. A pilot measures them on your own invoices.

$362K
Modeled: 50K invoices, $9.90→$2.67 each
Per line
Pay App vs Subcontract
Retainage
Holdback Checked
Audited
Every Review & Approval

Ready to transform Construction & Real Estate finance?

Free 48-hour scan. We connect to your data, find the waste, and deliver a report with specific dollar amounts. If we find nothing — you pay nothing.

Read-only access · 48-hour turnaround · No commitment required