• ISO Certified ISO/IEC 27001:2022
Case Study
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Agentic AI in Practice

Contract Lifecycle
Management,
Reimagined with
Intelligence

How a leading US luxury furniture manufacturer transformed contract operations and commercial workflows using AppsTek's purpose-built agentic AI platform.

$500M+
Annual Revenue
07
Purpose-Trained
AI Agents
30 Days
To Production
Go-Live
100%
IP Ownership
at Handover
A Leading US Luxury Furniture Manufacturer
Revenue
$500M+ annually
Market
US Luxury Residential & Hospitality
Distribution
National dealer network
Footprint
Multi-site US manufacturing
Engagement Scope
01
Agentic Contract Lifecycle Management
7 purpose-trained AI agents across the full contract estate
02
Agentic Sales & Support Workflows
Quote automation, proposal generation, dealer support & warranty
The Current Landscape

A $500M business running on fragmented systems and manual processes

This manufacturer had built a remarkable brand products sold into luxury hospitality groups, high end residential developers, and premium retail channels across the US. But beneath the brand, the operational infrastructure hadn't kept pace. Contracts lived in spreadsheets, quotes were rebuilt manually, and dealer inquiries stalled across shared inboxes.

01
600+ Active Contracts
Supplier agreements, dealer terms, logistics SLAs, and design licensing all tracked manually with no central visibility.
02
Missed Renewal Windows
Contracts auto renewed on unfavourable terms annually because notice deadlines passed untracked, eroding margin quietly.
03
Quote Cycle: 4–6 Days
Custom configuration requests required manual pricing, spec lookup, and approval routing costing deals to faster responding competitors.
04
Dealer Support Backlog
200+ monthly dealer inquiries routed through email with no structured triage, causing delays in warranty processing and order support.
05
No Portfolio Intelligence
Leadership had no consolidated view of contract exposure, renewal risk, or counterparty concentration across the business.
06
Proposal Inconsistency
Sales team produced proposals of varying quality. No enforcement of brand standards, pricing guardrails, or approved language.
01
Workstream One
Agentic Contract Lifecycle Management
Seven purpose-trained AI agents operating across the full contract estate from intake to obligation tracking and renewal.

The engagement began with a full ingestion of the client's active contract corpus supplier agreements, dealer terms, logistics SLAs, and design licensing agreements. AppsTek's team spent the first seven days mapping clause patterns, obligation structures, and renewal logic before a single line of code was written. By Day 29, the platform was live in production.

A spreadsheet driven contract process marked by version confusion, missed deadlines, and limited visibility into contractual obligations was replaced by a coordinated system of seven AI agents trained on the client's own contract language and legal playbook.

Agent 01
Draft Agent
Generates first draft contracts from conversational prompts using the client's approved templates, standard clause libraries, and legal positions.
Agent 02
Review Agent
Scans incoming third party contracts against the client playbook. Scores risk, flags non-standard clauses, and surfaces deviations before negotiation.
Agent 03
Redline Agent
Proposes alternative clause language with plain English explanations of the risk being addressed, accelerating negotiation cycles.
Agent 04
Obligation Agent
Extracts every post signature commitment SLAs, delivery milestones, payment schedules, reporting obligations and tracks them continuously.
Agent 05
Renewal Agent
Monitors expiry timelines across the full contract estate. Initiates renewal workflows at configured lead times, eliminating unintended auto renewals.
Agent 06
Compliance Agent
Monitors regulatory requirements and proactively flags compliance gaps, keeping the contract portfolio audit ready at all times without manual intervention.
Agent 07
Insight Agent
Answers natural language questions across the full contract estate without requiring custom reports or database queries.

"Which supplier agreements expire in Q3?"
Intelligent CLM Flow Across the Lifecycle
Contract
Received
Third-party or
internal draft
Review
Agent
Risk scored,
deviations flagged
Redline
Agent
Clause alternatives
proposed
Legal
Review
Human approval
on flagged items
Execution
& Ingestion
Signed contract
added to estate
Obligation
Agent
All commitments
extracted & tracked
Renewal
Agent
Expiry monitored,
workflow triggered
Insight
Agent
Portfolio intelligence
on demand
AI Agent, autonomous
Human checkpoint
System event
Outcomes - Workstream One
~90%
Reduction in drafting time
First drafts generated in minutes from approved templates. Legal reviews high-risk items, not routine language.
Zero
Unintended auto-renewals
All 600+ contracts monitored continuously. Renewal workflows initiated at 90, 60, and 30-day lead times.
~12%
Contract value recovered
Directional estimate based on obligation tracking, missed renewal prevention, and renegotiated terms in Year 1.
02
Workstream Two
Agentic Sales & Support Workflows
Agent-driven workflows for quotes, dealer support, and warranty claims.

The second workstream addressed the commercial front-end: the slow, inconsistent processes costing the sales team deals and the support team credibility. A custom furniture sale at this price point is rarely simple configurations are complex, lead times vary by finish and material, and pricing is tiered across dealer relationships. Every day a quote sat unbuilt was a day a competitor could respond.

AppsTek engineered three interconnected agentic workflows each trained on the client's product catalogue, dealer tiers, pricing rules, and support history deployed as a unified commercial intelligence layer alongside the existing CRM and ERP.

Workflow A
Quote Automation & Proposal Agent
Sales representatives previously spent 2–3 hours building a single custom quote, cross-referencing the product catalogue, checking material availability, applying dealer tier pricing, and formatting the output. With the Quote Agent, that process now takes under 15 minutes.

The Proposal Agent extends this further, generating fully-formatted, brand-compliant proposals with curated product selections, lead time projections, and pricing summaries.
Client brief → Catalogue lookup → Dealer tier pricing → Availability check → Lead time calculation → Quote generated
Workflow B
Dealer Support Automation
The dealer network generates over 200 monthly support interactions order status requests, product specification queries, delivery coordination, and billing questions all landing in a shared inbox, manually triaged by a small support team.

The Dealer Support Agent handles first-line triage and resolution for routine inquiries, pulling live order data, surfacing specs from the product library, and generating responses within minutes.
Order status  ·  Delivery tracking  ·  Product specs  ·  Invoice queries  ·  Returns  ·  Escalation routing
Workflow C
Warranty Claims Processing

Warranty claims for luxury furniture involve photographic evidence, purchase verification, craftsman assessment, and fulfilment coordination a process that previously averaged 8–12 days from submission to resolution.

STEP 01
Submission Intake
Claim received with photos and purchase records automatically extracted and validated.
STEP 02
Assessment Routing
Claim categorized by type and complexity, then routed to the right team with full context.
STEP 03
Resolution & Fulfillment
Approved claims trigger repair or replacement workflows with automated customer updates.
Sales & Support - Agentic Workflow Architecture
Quote & Proposal Flow
Sales Brief
Received
Specs, volume,
client context
Catalogue
Lookup
Product match,
availability check
Pricing
Engine
Dealer tier,
volume, lead time
Quote
Generated
Under 15 mins,
brand-compliant
Proposal
Agent
Full proposal
formatted & sent
Deal
Progressed
CRM updated,
pipeline moved
Dealer Support & Warranty Flow
Inquiry
Received
Dealer support
or warranty claim
Support
Agent Triage
Categorized,
intent identified
Auto
Resolution
Routine queries
resolved instantly
Human
Escalation
Complex cases,
full context packaged
Warranty
Processing
Claim assessed,
fulfilment triggered
Resolution
Confirmed
Dealer & customer
notified automatically
Quote & proposal automation
Human checkpoint
Dealer support agent
System event / CRM update
Outcomes - Workstream Two
~80%
Reduction in quote cycle time
From 4–6 days to under 15 minutes for standard configurations. Sales team capacity redirected to higher-value deal pursuit.
~65%
Dealer inquiries auto-resolved
Routine dealer support contacts now resolved without human intervention, within minutes of submission.
~60%
Faster warranty resolution
Average claim-to-resolution time reduced from 8–12 days to under 5 days. Dealer satisfaction scores improved measurably.
Combined Impact

Two Workstreams Unified Through Intelligent Operations

Across both engagements, the client moved from reactive, manual processes to an intelligent operational layer that works continuously, without adding headcount.

What Changed
600+ contracts now managed intelligently
From spreadsheet chaos to a living, auditable, agent-monitored contract estate.
Sales cycle dramatically compressed
Quotes generated in minutes with proposals accelerating same-day deal conversations.
Dealer relationships strengthened
Faster support response and warranty resolution rebuilt trust across the dealer network.
Full IP ownership at handover
The platform remains fully owned by the client with no licensing dependency. AppsTek continues support through optional AMC engagement.
The AppsTek Delivery Model
0
Day 0 - Pre-Engagement
SOW signed. Environment ready. Contract corpus ingestion begins.
7
Day 7 - Scope Frozen
Architecture signed off. Agent training plan agreed.
21
Day 21 - Agents Built & Integrated
Platform integrated to client stack. UAT initiated.
29
Day 29 - Production Go-Live
Full IP handover. Client owns the system. Operations begin.
Delivery30-Day Production Deployment
SecurityISO 27001 Certified
OwnershipFull IP Transfer at Handover
PartnersOracle · Microsoft · Snowflake
Ready to Begin

Your Contract Lifecycle
Powered by Agentic CLM

Deployed in 30 days with Full IP Ownership.

Every engagement begins with a scope alignment call. We confirm your contract volumes, workflow requirements, and integration landscape and commit to a go-live date before the SOW is signed.

    • ISO Certified ISO/IEC 27001:2022