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 it organizations.
The patterns that come up in nearly every it engagement.
01
Salesforce technical debt
Most established Salesforce orgs accumulate years of partial implementations, deprecated automations, and undocumented customizations. Cleaning it up is real work.
02
Integration sprawl
Most companies have 50+ integrations running across dozens of point connections. Consolidating and managing them is its own discipline.
03
DevOps maturity for Salesforce
Salesforce DX, source control, automated testing, sandbox strategy — most orgs have some of this and very few have all of it.
04
Security and compliance posture
SOC 2, HIPAA, audit requirements — staying ahead of these requires intentional architecture and continuous monitoring.
05
Identity and access management complexity
SSO, MFA, SCIM, role-based access control across dozens of systems — it scales painfully without intentional architecture.
06
Disaster recovery and business continuity
When systems go down, can you restore service in hours, days, or weeks? Most teams cannot answer with confidence.
How We Help
What we deliver for it leaders.
Technical debt audit and remediation
Structured audits of metadata, automation, integrations, security model, and code — with prioritized remediation roadmaps.
Integration architecture and consolidation
iPaaS strategy (MuleSoft, Workato), integration health monitoring, and migration paths off legacy point-to-point connections.
Salesforce DevOps implementation
Source-controlled metadata, CI/CD pipelines, automated testing, sandbox management — implemented and adopted by your team.
Security and compliance hardening
Shield deployment, audit trail configuration, role-based access modeling, and continuous compliance evidence collection.
Identity and access architecture
Okta/Azure AD-based SSO architecture, SCIM provisioning, RBAC modeling, and JIT access patterns.
DR/BCP infrastructure for Salesforce
Backup strategy, sandbox refresh discipline, point-in-time restore procedures, and tested disaster recovery runbooks.
Compliance & Regulatory Matters
What we navigate in it.
Compliance and regulatory considerations are built into every workflow we deliver. The major frameworks we work within:
SOC 2 / ISO 27001
Information security control evidence, vendor due diligence, and audit-ready security workflows.
SOX IT General Controls (ITGC)
Access management, change management, computer operations, and segregation-of-duties evidence.
NIST Cybersecurity Framework / CSF 2.0
Govern, Identify, Protect, Detect, Respond, Recover — mapped to operational workflows and evidence.
GDPR / CCPA Technical Controls
Data protection by design, encryption, access logging, and breach notification workflows.
HIPAA Security Rule
Administrative, physical, and technical safeguards for ePHI with audit-ready documentation.
PCI DSS
Cardholder data environment scoping, segmentation evidence, and compensating control documentation.
Signature Service Categories
The major it practices our team runs.
Each category represents a deep specialization with dedicated playbooks, accelerators, and experienced practitioners.
01
Salesforce Technical Debt & Optimization
Org audits, remediation, metadata cleanup, and platform consolidation.
02
DevOps & Release Management
Salesforce DX, CI/CD, source control, automated testing, sandbox strategy.
03
Integration Architecture
iPaaS strategy, integration consolidation, monitoring, and ownership.
04
Security & Compliance
Shield, audit trails, RBAC, SIEM integration, compliance evidence automation.
05
Identity & Access Management
SSO architecture, SCIM, RBAC modeling, JIT access patterns.
06
Disaster Recovery & Backup
Backup strategy, DR runbooks, sandbox refresh, point-in-time restore.
Platforms & Tools
The technology stack we typically deploy here.
Salesforce DX
Copado / Gearset / Flosum
OwnBackup / Gearset Backup
MuleSoft / Workato
Salesforce Shield
Okta / Azure AD
SIEM (Splunk, Datadog)
Source control (GitHub, GitLab)
Integration Ecosystem
The platforms we connect to in it.
Our team carries hands-on experience across the systems that already run your it function. Integration is rarely the bottleneck.
ServiceNow ITSM / ITAM / ITOM
Jira Service Management
Freshservice
Microsoft 365 / Entra ID
Okta
Google Workspace
AWS / Azure / GCP
Jamf / Intune
CrowdStrike / SentinelOne
Splunk / Datadog / New Relic
PagerDuty
Auvik / Kandji
Lansweeper
Tanium
Drata / Vanta / Secureframe
GitHub / GitLab / Bitbucket
Cloudflare / Akamai
Snowflake (for IT analytics)
What We Measure
The KPIs that matter for it 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.
- Release cadence
- Production incident rate
- Mean time to recovery
- Audit readiness score
- Tech debt remediation rate
- Integration uptime
Recent Engagements
Real work for it teams.
A few examples of how these capabilities show up in practice — drawn from recent and active engagements.
01
Technical debt audit and remediation for a 10-year-old Salesforce org
Audited 4,200 metadata items, 380 automations, and 47 integrations. Built a prioritized remediation roadmap, retired 110 unused Process Builders and Workflow Rules, and consolidated 12 redundant integrations.
02
Salesforce DevOps implementation with full CI/CD
Stood up Salesforce DX, source control on GitHub, automated testing, and a Copado-managed deployment pipeline across 5 sandboxes. Release frequency went from monthly to weekly; production incident rate down 70%.
03
Compliance evidence automation for SOC 2 and HIPAA
Built automated evidence collection across Salesforce Shield, SIEM, and integration logs — reducing manual audit prep from 6 weeks of effort to ongoing real-time readiness.
04
Salesforce backup and DR for a regulated financial services firm
Deployed OwnBackup with point-in-time restore capability, sandbox refresh automation, and tested DR runbooks. Regulator audit findings on data resilience resolved.
05
Identity rollout across 40+ enterprise systems
Built an Okta-based identity architecture with SCIM provisioning, automated lifecycle management, and JIT access. Onboarding new employees down from 5 days of IT work to 30 minutes.
How Clients Engage Us
Four ways to work with us on it initiatives.
From short diagnostics to fractional leadership, every engagement model is built around your stage and needs.
Model 01
Salesforce Architecture Audit
Deep technical assessment with prioritized remediation roadmap.
Model 02
Fixed-Scope Project
Tech debt remediation, DevOps implementation, integration consolidation, security hardening.
Model 03
Managed Platform Services
Ongoing administration, monitoring, and proactive maintenance.
Model 04
Fractional Salesforce Architect / CTO
Senior architecture leadership for orgs without a full-time enterprise architect.
Outcomes We Deliver
The metrics we actually move for it teams.
Engagements are measured by movement on the numbers that matter. These are the directions of travel we commit to.
01
Mean time to resolution (MTTR)
Reduce 30-60%
02
Self-service ticket deflection
Increase 25-50%
03
Change failure rate
Reduce 40-70%
04
Employee onboarding time
Reduce 50-75%
05
Shadow IT discovery
Continuous inventory
06
Audit prep time
Reduce 50-70%
Signature Frameworks
Proprietary methodologies for it work.
Every engagement leverages reusable assets — frameworks, blueprints, and diagnostics built up over hundreds of client projects.
Framework 01
IT Operating Model Refresh
Our framework for moving IT from a ticket-fulfillment shop to a strategic business partner with measurable service levels.
Framework 02
Identity & Access Reference Architecture
A blueprint for SSO, MFA, lifecycle management, and conditional access that scales without becoming a bottleneck.
Framework 03
Service Desk Operating System
A reference design for ITSM, knowledge, self-service, and AI agent assist that actually reduces ticket volume.
Framework 04
Compliance Automation Reference Design
A practical framework for continuous compliance monitoring across SOC 2, ISO 27001, HIPAA, and PCI without manual collection.
Featured Insight
Insight & analysis from our it 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 it 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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