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 operations organizations.
The patterns that come up in nearly every operations engagement.
01
Workflows owned by everyone and no one
Cross-functional processes are where work gets dropped. Order management touches sales, finance, operations, and service — and no single team owns the end-to-end flow.
02
Manual data movement between systems
Spreadsheets are still the most common integration tool. Operations teams spend hours every week moving data between systems that should be talking automatically.
03
Vendor and supplier coordination chaos
Vendor management often runs on email, shared drives, and tribal knowledge — making it brittle, opaque, and impossible to scale.
04
AI workflow opportunities going unused
Document processing, classification, exception handling — these are where modern AI delivers the biggest operational wins, and most operations teams have not started.
05
Master data management across systems
When customer, product, and vendor data lives in 5 systems with 5 different definitions, every analytical or operational question becomes hard.
06
S&OP and demand planning
Sales and Operations Planning is hard because it requires cross-functional collaboration with consistent data — both of which are scarce.
How We Help
What we deliver for operations leaders.
End-to-end process design and automation
We map your current cross-functional workflows, identify the points of friction, and design unified automated processes spanning Salesforce, ERP, and operations tools.
Order management and fulfillment systems
Salesforce Order Management, custom OMS implementations, or integrated approaches — designed around your specific channel mix and fulfillment model.
Vendor and supplier portals
Experience Cloud portals where vendors submit documents, receive POs, track payments, and coordinate schedules — eliminating the email-and-spreadsheet workflow.
AI document and workflow intelligence
Production AI agents handling document extraction, classification, exception routing, and approval workflows — built on Claude, GPT, or custom models.
Master data management platform
Unified MDM for customer, product, and vendor data with governance workflows, golden record logic, and downstream system propagation.
S&OP planning infrastructure
Sales and Operations Planning workflow with demand sensing, supply planning integration, and cross-functional collaboration cadence.
Compliance & Regulatory Matters
What we navigate in operations.
Compliance and regulatory considerations are built into every workflow we deliver. The major frameworks we work within:
ISO 9001 / Industry Quality Standards
Quality management system evidence, document control, and corrective action workflows.
OSHA & Workplace Safety
Incident reporting, training records, hazard analysis, and OSHA recordkeeping at the operational level.
SOX Operational Controls
Process documentation for operations workflows that affect financial reporting — purchasing, inventory, revenue.
GDPR / CCPA Operational Data
Customer and employee data handling within operational workflows with appropriate access controls.
Industry-Specific (FDA, FAA, DOT, etc)
Sector regulations affecting operations — manufacturing GMP, aviation maintenance, transportation hours-of-service.
Vendor / Third-Party Risk
Vendor onboarding due diligence, ongoing monitoring, and risk-tiered review workflows.
Signature Service Categories
The major operations practices our team runs.
Each category represents a deep specialization with dedicated playbooks, accelerators, and experienced practitioners.
01
Process Design & Automation
Cross-functional workflow design, automation, and orchestration.
02
Order Management & Fulfillment
OMS implementations, channel integration, fulfillment automation.
03
Vendor & Supplier Management
Experience Cloud portals, supplier scorecards, vendor onboarding workflows.
04
Master Data Management
Customer, product, vendor data unification with governance.
05
S&OP & Demand Planning
Sales and Operations Planning workflow and demand forecasting infrastructure.
06
AI Workflow Intelligence
Document AI, classification, exception handling, and approval automation.
Platforms & Tools
The technology stack we typically deploy here.
Salesforce Operations / OMS
Workato / MuleSoft for orchestration
Tableau / CRM Analytics
Anthropic Claude / GPT for AI workflows
Custom Experience Cloud portals
Master data platforms (Reltio, Informatica)
S&OP platforms
Quality management systems
Integration Ecosystem
The platforms we connect to in operations.
Our team carries hands-on experience across the systems that already run your operations function. Integration is rarely the bottleneck.
NetSuite
SAP S/4HANA
Microsoft Dynamics 365 SCM
Oracle Fusion SCM
Workday
Infor CloudSuite
Acumatica
Epicor
Plex / DELMIAworks
Salesforce Service Cloud
Asana
Smartsheet
Monday.com
Jira / Atlassian
Coupa
Ivalua
Snowflake
Power BI / Tableau / Looker
What We Measure
The KPIs that matter for operations 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.
- Process cycle time
- First-pass yield
- Headcount productivity
- Vendor SLA compliance
- Manual touchpoints per workflow
- Error and rework rate
Recent Engagements
Real work for operations teams.
A few examples of how these capabilities show up in practice — drawn from recent and active engagements.
01
Order management automation for a $150M distribution business
Replaced an email-driven order workflow with a Salesforce-NetSuite integrated OMS. Order processing time cut by 70%; order errors down significantly.
02
Vendor portal for a manufacturer with 400+ suppliers
Built an Experience Cloud portal where vendors submit invoices, manage POs, track payments, and access performance scorecards. Vendor inquiries to AP team down 65%.
03
AI document classification across operations
Deployed a Claude-powered classifier triaging incoming operational documents — POs, invoices, packing lists, returns — to the right downstream workflow automatically. 80%+ touchless routing rate.
04
MDM rollout across CRM, ERP, and data lake
Stood up a Customer 360 MDM unifying records across Salesforce, NetSuite, and Snowflake with governance workflows. Operational reporting accuracy and customer service experience dramatically improved.
05
Quality management system for a manufacturer
Built a non-conformance, CAPA, and supplier quality platform on Salesforce — replacing email and spreadsheets. Audit findings on quality system resolved.
How Clients Engage Us
Four ways to work with us on operations initiatives.
From short diagnostics to fractional leadership, every engagement model is built around your stage and needs.
Model 01
Operations Diagnostic
Cross-functional workflow assessment with prioritized automation opportunities.
Model 02
Fixed-Scope Project
OMS implementation, MDM rollout, vendor portal, S&OP infrastructure.
Model 03
Managed Operations Platform
Ongoing platform administration and continuous improvement.
Model 04
Fractional COO / VP Operations
Senior operations leadership for growing companies.
Outcomes We Deliver
The metrics we actually move for operations teams.
Engagements are measured by movement on the numbers that matter. These are the directions of travel we commit to.
01
Process cycle time
Reduce 25-50%
02
Manual handoffs per process
Reduce 50-75%
03
Operations cost as % of revenue
Reduce 10-25%
04
Process exception rate
Reduce 30-60%
05
On-time delivery / SLA attainment
Increase to 95%+
06
Workflow data quality
Increase to 98%+
Signature Frameworks
Proprietary methodologies for operations work.
Every engagement leverages reusable assets — frameworks, blueprints, and diagnostics built up over hundreds of client projects.
Framework 01
Process Operating Model
Our framework for documenting, instrumenting, and improving end-to-end operational processes across systems.
Framework 02
Workflow Automation Reference Design
A blueprint for choosing between native automation, RPA, iPaaS, and AI agents — based on the actual problem.
Framework 03
Operations Data Backbone
A reference architecture for connecting ERP, CRM, supply chain, and operational systems into a single source of truth.
Framework 04
Continuous Improvement Operating System
A practical framework for building Lean / Six Sigma improvement workflow into the platform — not on the side.
Featured Insight
Insight & analysis from our operations 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 operations 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.
Ready to talk about your operations technology?
Free 30-minute strategy session with a consultant who works with operations leaders every week.
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