Example agent design
Contract Intelligence and Pass-Through Recovery
ITECS helps manufacturers use governed AI to find pricing clauses, escalators, rebate terms, audit rights, renewal windows, and pass-through opportunities hidden across customer and supplier agreements. This is a starting design. An AI Blueprint adapts it to your goals and the systems it will connect to.
Contract intelligence matters because adverse cost movement is not always pure margin erosion. Some of it may be recoverable if finance, sales, procurement, and legal can find and act on the right language in time.
- Owner
- Legal and business owners, who approve interpretations and communications
- Reads
- Customer contracts · Supplier contracts · Cost and variance data · Commercial workflows
- Never writes
- Prices, terms, contracts, or customer notices.
- Typical cost
- AI Blueprint $4,500–$7,500, credited toward the build. Typical first build $35,000–$75,000. Agent Operations after launch $2,500/mo for one production agent. See the first engagement
The workflow today
Recoverable Margin Is Often Lost Because the Clause Is Found Too Late
Manufacturers may have customer pass-throughs, supplier rebates, audit rights, or renewal leverage, but the language lives in contracts that finance and procurement cannot continuously monitor.
A contract intelligence agent should connect agreement language to cost movement, customer programs, vendors, and deadlines so humans can pursue recovery with evidence.
Illustrative recovery queue
Contract Windows That Finance Can Act On
A recovery view should show the clause, exposure, owner, deadline, and evidence needed for action.
Signal timeline
Decision sequence
Customer escalator
Commodity movement may qualify for pass-through review
Supplier rebate
Volume threshold and audit evidence require validation
Renewal deadline
Pricing term expires before next planning cycle
Audit right
Vendor formula and freight assumptions need review
Recovery candidates
$820K
Illustrative variance tied to contract language
What leadership sees
- Connects contract language to PPV, freight, commodity, and customer margin movement
- Tracks owner, deadline, evidence, and approval path
- Supports finance, procurement, sales, and legal review
The workflow
The workflow today and with the agent
Planning comparison only. Scope, timing, and outcomes vary by data, workflow, approvals, adoption, and implementation conditions.
- Clause review
- TodayManual search during issues
- With the agentContinuous extraction and monitoring
- Recovery
- TodayAd hoc and relationship-dependent
- With the agentEvidence-backed candidate queue
- Deadlines
- TodayCalendar and email reminders
- With the agentTerm, notice, and renewal risk linked to economics
- Governance
- TodayLoose summaries
- With the agentSource-linked clause and approval history
Outcome hypothesis to validate
The value is recoverable margin and reduced contract leakage: find the clause, quantify the economics, and route action before the window closes.
Not a reported client result or guarantee.
With the agent
What Contract Pass-Through Recovery does
Each capability is designed to produce evidence for the people who already own the manufacturing decision.
Clause and obligation extraction
Find the agreement language that affects pricing, margin, rights, deadlines, and obligations.
- Escalators, pass-throughs, rebates, audit rights, renewal terms, and notice windows
- Customer and supplier contract comparison
- Source-linked clause summaries
Recovery candidate matching
Connect contract language to actual cost movement and customer or vendor exposure.
- PPV, freight, commodity, FX, and service-cost movement
- Recoverable variance candidates by customer and program
- Vendor formula drift and rebate review candidates
Approval-ready action packs
Prepare evidence packages for finance, sales, procurement, and legal review.
- Clause source, calculation assumptions, owner, and deadline
- Customer or vendor communication drafts for review
- Decision history and outcome tracking
Scenario
Illustrative pass-through scenario
Illustrative planning scenario, not a reported client result. A manufacturer has adverse material movement and mixed customer contracts. Finance suspects some variance is recoverable but cannot review every clause during close.
- Starting point
- Contracts, PPV reports, customer programs, and supplier terms are available but disconnected from the variance review workflow.
- Scoped outcome
- ITECS scopes a contract intelligence layer that flags recoverable exposure, links source clauses, and routes action packs for finance, sales, procurement, and legal approval.
Systems it connects to
What the agent reads
Discovery confirms authoritative systems, data quality, access, and governance before any production workflow is proposed.
- Customer contracts
- Pricing terms, escalators, pass-through clauses, service commitments, notice windows, and renewal dates.
- Supplier contracts
- Pricing formulas, rebates, audit rights, freight terms, volume tiers, and renewal obligations.
- Cost and variance data
- PPV, commodity movement, freight, energy, FX, customer margin, and program economics.
- Commercial workflows
- Owners, approval paths, legal review, customer communication, and evidence requirements.
Workflow
Read-Heavy, Write-Controlled Manufacturing Intelligence
The system connects approved signals, explains risk, prepares recommendations, and routes sensitive actions for human approval.
01
Ingest
Read approved contract documents, ERP terms, finance data, and variance reports.
02
Extract
Identify clauses, obligations, deadlines, and calculation terms.
03
Match
Tie clause language to cost movement, customer programs, and supplier exposure.
04
Package
Draft recovery or review packs with source language and assumptions.
05
Approve
Route action to finance, sales, procurement, or legal before execution.
Controls
Read broadly, recommend carefully, keep humans in control
Manufacturing AI becomes trustworthy when it preserves assumptions, source data, approvals, and boundaries.
- Read-heavy
- Reads the systems listed above through access scoped to this workflow.
- Write-controlled
- Writes nothing listed under Never writes in the spec at the top of this page. Anything it drafts waits at the approval points below.
- Approval points
- Recommendations, drafts, and exceptions go to a named reviewer before anything changes.
- Audit trail
- Each run keeps its inputs, sources, output, and the reviewer's decision.
In this design
- The system can summarize contracts and recommend actions, but legal and business owners approve interpretations and communications.
- The system does not autonomously change prices, terms, contracts, or customer notices.
- Every clause summary links back to source documents.
- Sensitive contract access is role-restricted.
Security
Security for Manufacturing AI Workflows
Contract intelligence touches sensitive customer, supplier, pricing, and legal terms. ITECS scopes document access and preserves source-backed evidence.
- Role-restricted access to contract documents and summaries
- No autonomous price, term, notice, or contract changes
- Source-linked clause output for legal and finance review
- Audit trail for recommendations, reviewers, and outcomes
Deployment fit
Where this design can run
- Hosted AI Agents
- Runs in a governed Linux environment ITECS operates, on frontier models through enterprise API agreements, connected to contract repositories and cost data through controlled integrations, with human review and an audit trail.
- Private AI Servers
- Runs on local models on a server inside your network, for customer and supplier agreements that should not leave it. The same build ladder applies; server hardware is quoted after a sizing call.
Typical first engagement
Start with an AI Blueprint
The AI Blueprint sets the actual build rung and its fixed-fee not-to-exceed. The rows below show the typical path and the catalog range for each step.
- FirstAI BlueprintAgent Discovery & Technical Specification. Credited toward the build.$4,500–$7,500
- Typical first buildIntegrated / Line-of-Business Agent$35,000–$75,000
- After launchAgent Operations, one production agent$2,500/mo
Prices from the published AI pricing catalog.
Customize this design
Bring your goals and your systems. The AI Blueprint decides the scope and the systems, not this example, and ends with a fixed-fee not-to-exceed for the build.
FAQ
Contract Pass-Through Recovery FAQ
Does contract intelligence replace legal review?
No. It finds clauses, summarizes terms, and prepares evidence. Legal and business owners approve interpretations and actions.
What contracts are most useful to start with?
The highest-value starting point is usually top customer agreements and major supplier agreements with pricing formulas, pass-throughs, rebates, or renewal windows.
Can it connect to PPV?
Yes. The contract page is PPV-adjacent because it helps identify which unfavorable variance may be recoverable through customer or supplier terms.
Will it contact customers automatically?
No. It can draft communication for review, but customer, vendor, legal, and pricing actions remain human-approved.
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