What it actually takes to ship a production AI agent in 2026
Beyond the demo. The five engineering disciplines that separate AI agents you put in front of customers from the ones that stay in dev forever.
Read the full post → Common Challenges
What we see in procurement organizations.
The patterns that come up in nearly every procurement engagement.
01
Maverick spend you cannot see until too late
Off-contract purchasing eats budget invisibly. Catching it requires both better systems and better workflows around requisitions.
02
Contract obligations buried in PDFs
Renewal dates, price adjustments, SLA commitments, exclusivity clauses — your contracts contain critical information no one is reading until something goes wrong.
03
Vendor performance not measured
Most companies cannot tell you which vendors over-deliver and which consistently miss. Without that data, every renegotiation starts from zero.
04
Sourcing decisions made on incomplete information
Modern AI can surface insights from contracts, market data, and vendor history that no human procurement team could process at speed.
05
Supplier onboarding velocity
Onboarding new suppliers takes weeks in most organizations. AI and automation can take it to days.
06
Spend categorization and analytics
You cannot manage what you cannot categorize. Spend categorization is the unglamorous foundation of strategic procurement.
How We Help
What we deliver for procurement leaders.
Source-to-pay platform deployment
Coupa, Ariba, or Salesforce-based platforms covering the full source-to-pay lifecycle — requisition, approval, PO, receipt, three-way match, payment.
AI contract intelligence
Production AI workflows extracting renewal dates, key terms, obligations, and risk flags from your contract portfolio — surfacing what matters when it matters.
Vendor performance scorecards
Automated vendor scorecards combining delivery metrics, quality data, financial performance, and qualitative feedback — refreshed continuously, not annually.
AI-assisted sourcing decisions
Sourcing decisions augmented by AI analysis of market data, historical vendor performance, and contract benchmarks.
Supplier onboarding automation
Automated vendor onboarding with document collection, due diligence, banking verification, and W-9/W-8 capture.
AI spend categorization
Claude-powered spend classification across millions of transactions for accurate spend visibility.
Compliance & Regulatory Matters
What we navigate in procurement.
Compliance and regulatory considerations are built into every workflow we deliver. The major frameworks we work within:
SOX Procurement Controls
Purchase approval workflows, three-way match, and segregation-of-duties evidence for procurement controls.
FCPA / Anti-Corruption
Supplier due diligence, beneficial ownership screening, and red-flag workflow for high-risk geographies.
OFAC / Sanctions Screening
Real-time sanctions list screening, denied-party checks, and ongoing supplier monitoring.
GDPR / Data Processing Agreements
Supplier DPA management, processor inventory, and cross-border transfer documentation for vendors handling personal data.
Diversity Spend / Tier 2 Reporting
Diverse supplier identification, spend tracking, and reporting workflows for customer and regulatory requirements.
ESG / Supply Chain Sustainability
Supplier ESG diligence, scope-3 emissions tracking, and supply chain transparency reporting.
Signature Service Categories
The major procurement practices our team runs.
Each category represents a deep specialization with dedicated playbooks, accelerators, and experienced practitioners.
01
Source-to-Pay Implementation
Full S2P platform deployments — requisition through payment.
02
Contract Lifecycle Management
CLM deployment, contract intelligence, and obligation tracking.
03
Vendor Management
Onboarding automation, performance scorecards, risk management.
04
Spend Analytics & Categorization
AI spend categorization, savings tracking, and category management.
05
AI Contract Intelligence
AI extraction of key terms, renewal dates, obligations, and risk flags.
06
Sourcing & Negotiation Support
Sourcing workflow, RFP automation, AI-augmented analysis.
Platforms & Tools
The technology stack we typically deploy here.
Coupa
SAP Ariba
Salesforce-based procurement
Contract lifecycle management (Ironclad, Conga)
Anthropic Claude for contract AI
Sourcing platforms
Supplier risk management systems
Integration Ecosystem
The platforms we connect to in procurement.
Our team carries hands-on experience across the systems that already run your procurement function. Integration is rarely the bottleneck.
Coupa
Ivalua
SAP Ariba
Oracle Procurement Cloud
Workday Strategic Sourcing
Jaggaer
GEP SMART
Zycus
Procurify
Tradeshift
Tipalti
Avalara
NetSuite Procurement
Microsoft Dynamics 365
DocuSign CLM / Ironclad
Sirion / Agiloft
Ramp / Brex
Snowflake
What We Measure
The KPIs that matter for procurement success.
Every engagement starts by defining how success will be measured. These are the metrics we typically baseline before we begin and improve over time.
- Spend under management
- Maverick spend rate
- Contract cycle time
- Vendor SLA compliance
- Savings realized vs target
- Time to onboard new vendor
Recent Engagements
Real work for procurement teams.
A few examples of how these capabilities show up in practice — drawn from recent and active engagements.
01
Source-to-pay implementation for a $400M services company
Deployed Coupa with full integration to NetSuite and Salesforce. Maverick spend dropped from 28% to 9% in the first year; spend under management nearly tripled.
02
AI contract intelligence across 1,200 active contracts
Deployed a Claude-powered contract intelligence layer extracting renewal dates, key obligations, and risk terms across the entire contract portfolio. Surfaced $1.2M in unutilized contract entitlements in the first quarter.
03
Vendor scorecard system for a manufacturer
Built automated vendor scorecards combining delivery, quality, and AP data with quarterly executive reviews. Identified the top 3 underperforming strategic vendors and renegotiated with hard data.
04
Procurement transformation for a $1B services company
Deployed Coupa source-to-pay, integrated with NetSuite and Salesforce. Maverick spend down significantly; savings programs measurable for the first time.
05
Supplier onboarding automation across 200 new vendors/year
Built an automated vendor onboarding workflow with document collection, due diligence checks, and banking verification. Time-to-onboard dropped from 14 days to 3.
How Clients Engage Us
Four ways to work with us on procurement initiatives.
From short diagnostics to fractional leadership, every engagement model is built around your stage and needs.
Model 01
Procurement Maturity Assessment
Diagnostic across S2P, CLM, vendor management, and analytics maturity.
Model 02
Fixed-Scope Project
Coupa/Ariba deployment, CLM rollout, AI contract intelligence.
Model 03
Managed Procurement Operations
Ongoing platform administration and category support.
Model 04
Fractional Procurement Technology Leadership
Senior procurement technology leadership.
Outcomes We Deliver
The metrics we actually move for procurement teams.
Engagements are measured by movement on the numbers that matter. These are the directions of travel we commit to.
01
Cycle time (requisition to PO)
Reduce 50-75%
02
Off-contract spend
Reduce 40-70%
03
Sourcing savings realized
Increase 15-30%
04
Invoice match rate (3-way)
Increase to 90%+
05
Supplier onboarding time
Reduce 60-80%
06
Contract leakage
Reduce 20-40%
Signature Frameworks
Proprietary methodologies for procurement work.
Every engagement leverages reusable assets — frameworks, blueprints, and diagnostics built up over hundreds of client projects.
Framework 01
Source-to-Pay Reference Architecture
A blueprint for connecting sourcing, contracts, procurement, AP, and payment into one coherent workflow.
Framework 02
Supplier Operating Model
Our framework for supplier onboarding, qualification, performance management, and risk monitoring at scale.
Framework 03
Contract Lifecycle Reference Design
A reference design for CLM with AI-powered clause extraction, risk scoring, and obligation tracking.
Framework 04
Spend Visibility Diagnostic
A targeted assessment of where spend visibility breaks down — and how to fix it with the right combination of tools and process.
Featured Insight
Insight & analysis from our procurement team.
Practitioner-level analysis from the consultants delivering the work.
AI Implementation
What it actually takes to ship a production AI agent in 2026
AI Implementation
How We Work
The engagement model.
Predictable phases. Clear deliverables. No surprises.
01
Discovery
One to two working sessions to map your current state, business goals, gaps, and constraints. We come out with a written scope document and recommendation.
02
Design
Documented solution architecture, technical design, realistic timeline, and a transparent commercial proposal — reviewed with your team before any build.
03
Build
Configuration, development, integrations, data migration, AI training, and QA — delivered in iterative sprints with weekly demos and adjustments.
04
Launch & Optimize
Training, change management, hypercare support, and continuous improvement. We do not disappear after go-live. Most engagements continue into managed services.
Our Capabilities
The five practices that support your procurement work.
Systems Integration
Connect the systems that run your business — CRM, ERP, billing, data, AI, analytics — into one cohesive architecture.
Learn more →Custom Development
Custom applications, platform extensions, integrations, and engineered solutions built when off-the-shelf software won't fit.
Learn more →AI & Technology Consulting
Strategic guidance from certified architects plus production AI deployments. System selection, roadmaps, audits, Agentforce, custom agents, and AI strategy — all under one practice.
Learn more →Revenue Operations
Align marketing, sales, and customer success into one revenue engine. Process, forecasting, attribution, and tech-stack optimization.
Learn more → More Departments
Other functions we support.
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