Salesforce + AI field guides
Salesforce + AI Resources & Insights
Practical guides for Salesforce, AI, revenue systems, service operations, architecture, governance, MCP, RAG, automation, and ongoing ownership.
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The decisions that shape the build
Product documentation explains a feature. These guides explain how the feature fits into a system people must operate.
Salesforce MCP Implementation Cost: Hosted MCP and the Setup Work
What Salesforce MCP really costs in 2026: Hosted MCP entitlements, Flex Credit metering, and the identity, permission, and enablement work that makes it stick.
Open the readiness framework →
AdvancedMD Salesforce Integration on Platform Events
How a production AdvancedMD-Salesforce integration keeps both systems in step in real time: intake staff enter a patient once, duplicates never happen.
Salesforce AI Production Readiness: Permissions, Evaluation, Approval, and Rollback
A practical readiness framework for moving a Salesforce AI workflow from an impressive demo to governed production work.
Start with the operating problem
Choose the decision you are making
AI + Salesforce
Adopt AI safely
Choose the architecture, permissions, evaluation, and operating controls behind useful AI, not another disconnected pilot.
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Revenue systems
Fix revenue handoffs
Design capture, routing, lifecycle, attribution, follow-up, and reporting as one observable operating motion.
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Service + case operations
Modernize service
Connect intake, triage, queues, knowledge, chat, documents, escalation, and human ownership around the case lifecycle.
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Platform transformation
Change the Salesforce core
Make sound choices across implementations, integrations, automation layers, managed ownership, and org change.
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Resource library
Guidance organized around the system
Use the architecture guides to choose a path, the playbooks to plan delivery, and the product guides when the connector itself is the decision.
18 resources
AI + Salesforce
Codex Was Autonomously Building Our Salesforce 2GP App. Then It Found a Platform Bug and Filed the Ticket Itself.
While autonomously building the ApexGenius Salesforce 2GP package, Codex isolated a platform-owned PKCE failure and filed the support case itself.
What Is Salesforce Headless 360? A Plain-English Guide
What headless means, how MCP, APIs, Agentforce, and Data 360 fit together, and when Salesforce should power work outside the Salesforce screen.
Agentforce Alternatives: When You Actually Need One
Most teams shopping Agentforce alternatives have a cross-system job or a cost they cannot forecast yet. Here is how to tell which one you have, and what to do.
How Guy’s Car Rental Made Its Reservation and Fleet System Work Through AI
Staff can search availability, build quotes, review bookings, and answer fleet questions in one conversation, without giving AI open access to payments.
How We De-Risked a Revenue-Critical Salesforce Org Before Making Changes
Two attribution engines and two routing systems were competing in production. We found the conflicts and gave the team a safe path forward.
From RAG Chatbot to Multi-Agent Salesforce Copilot: The ApexGenius Architecture
The real architecture behind ApexGenius: an n8n prototype, 12+ specialized agents, a 92,000+ chunk metadata RAG, and the production lessons in between.
A Voice AI Answers the Phone, Salesforce Gets a Perfect Lead: Wiring AI Phone Agents into CRM Intake
How an AI phone agent becomes a clean Salesforce lead: authenticated REST intake, platform-event buffering, and subscriber Flows from a live healthcare build.
Using Claude to Do Real Salesforce Admin Work: Permission Sets, Reports, and Routing Rules, With Guardrails
How a consultant runs real Salesforce admin work (permission sets, reports, Omni-Channel routing) through Claude via MCP, with a human approving every write.
ChatGPT as a Salesforce Admin Copilot: Case Rules, Omni-Channel Routing, and Reports
How Salesforce admins can use ChatGPT for case rules, Omni-Channel routing, and reports, through a governed MCP gateway with read-first, tiered write access.
Salesforce AI Production Readiness: Permissions, Evaluation, Approval, and Rollback
A practical readiness framework for moving a Salesforce AI workflow from an impressive demo to governed production work.
Agentforce vs MCP vs RAG: Choosing the Right Salesforce AI Architecture
Separate the user interface, connection, retrieval, action, and governance layers before choosing a Salesforce AI platform.
Salesforce MCP Implementation Cost: Hosted MCP and the Setup Work
What Salesforce MCP really costs in 2026: Hosted MCP entitlements, Flex Credit metering, and the identity, permission, and enablement work that makes it stick.
Salesforce Flex Credits Rate Card in Dollars
Salesforce Flex Credit rates in dollars for Agentforce actions, prompts, speech, sandbox usage, and selected Data 360 operations.
How to Connect Claude to Salesforce (2026): Step by Step
Connection paths, setup decisions, and governance controls for giving Claude useful access to an authorized Salesforce org.
Salesforce MCP Options Compared: Hosted MCP vs Agentforce vs ApexGenius vs Custom
Compare the main Salesforce AI connection paths across scope, governance, implementation depth, and operating ownership.
How Much Does Agentforce Cost? Implementation and Usage in 2026
What an Agentforce project costs to run: how Flex Credits meter, what drives consumption, and how to forecast the bill before you build.
How Much Does Agentforce Cost for a B2B SaaS Company?
The monthly bill at real support volumes, the four drivers that set it, and the point where an agent stops being worth it.
Salesforce MCP Security: Identity, Permissions, Sharing, and Sensitive Data
What to inspect across the connector, Salesforce authorization, model context, tool scope, approvals, and audit path before launch.
6 resources
Revenue systems
One Org, Eight Downstream Systems: Designing an Integration Waterfall That Never Loses a Record
How one Salesforce org delivers signed cases to 8+ partner law firms automatically, each with its own requirements, and nothing lost when a handoff fails.
Salesforce Lead Routing Architecture: From Form Fill to Accepted Owner
Four ways to route leads in Salesforce (assignment rules, Flow, round robin and Omni-Channel), when each one fits, and the seven stages from form fill to an accepted owner.
How to Use ChatGPT with Salesforce: 7 Practical Workflows
Working patterns for revenue operations, support, administrators, and leaders, with the connection and governance choices made explicit.
How We Tie Every Ad Lead to a Salesforce Campaign
One UTM key on each Salesforce Campaign, one resolver flow and 18 attribution fields on Lead. A repeat form fill logs a Task and keeps the first touch.
Lead Assignment Rules Not Working in Salesforce (and When to Use Flow)
Eight reasons a lead assignment rule leaves the owner unchanged, from the layout checkbox to API headers and Flow inserts, and when to assign with Flow instead.
How to Handle Duplicate Leads in Salesforce
Match email before creating a lead and log a repeat form fill as a Task, so first touch survives. Then duplicate rules, phone matching and merging up to 3 leads.
8 resources
Service + case operations
Opus Behavioral Health EHR + Salesforce: Closed Won to Admission
How an accepted admission becomes a complete patient chart in the Opus behavioral-health EHR on its own: nobody re-keying it, and no duplicate charts.
We Built Real-Time Patient Chat Inside Salesforce with Platform Events (Instead of Buying Another Vendor Tool)
Why we built patient chat inside Salesforce instead of buying another messaging vendor: 150,000+ patient messages, where the clinical record already lives.
AdvancedMD Salesforce Integration on Platform Events
How a production AdvancedMD-Salesforce integration keeps both systems in step in real time: intake staff enter a patient once, duplicates never happen.
Who Viewed This Patient Record? A HIPAA-Style Access Audit Trail with One Platform Event and One LWC
When compliance asks who opened a patient record in Salesforce, have an answer: how we log every view, what it actually covers, and the honest limits.
Salesforce AI Chatbot Architecture: Grounding, Case Creation, and Human Handoff
How to design a customer, patient, or internal service chat that retrieves the right context, creates governed work, and hands risk to a person.
How to Build a Self-Correcting Daily Census in Salesforce
When an admit date, discharge date or facility changes, one Salesforce flow adds or removes that patient on every affected day. Five of the six cases are built.
AdvancedMD and Salesforce Integration: What Syncs Each Way
25K patients and 107,626 appointments synced, intake time down 70%. What moves each way between AdvancedMD and Salesforce, and what stops duplicate charts.
Build a Real-Time Chat in Salesforce with Platform Events and CometD (LWC Template)
One message object, one Platform Event carrying only a thread ID, and LWC subscribers that re-query on each event, with replay IDs, limits and safe site auth.
10 resources
Platform transformation
Salesforce API Limits for Reliable EHR Integrations
Plan Salesforce-EHR API capacity correctly: what counts, what does not, polling versus events, Composite API, retries, monitoring, and vendor quotas.
Stop Letting Webhooks Hit Your Triggers: Platform Events as the Shock Absorber for High-Volume Integrations
What to do when an integration sends more than Salesforce can take at once: the pattern behind three production builds that never drop a record under load.
AI-Native Salesforce Managed Services: What Changes, and What Still Needs Senior Ownership
A clear operating model for combining AI acceleration with fractional Salesforce administrators, developers, architects, and systems engineers.
n8n + Salesforce: 10 Automation Patterns, and When to Use Flow Instead
A practical guide to cross-system orchestration, failure recovery, and choosing the right automation layer for the job.
How to Set Up Salesforce CI/CD with GitHub Actions
One GitHub Actions workflow deploys our Salesforce org: changed files only, Apex tests when Apex changes, 57 to 75 seconds a run. Template included.
Can't Log In to Salesforce? MFA, Passkey and Lockout Fixes
Find your Salesforce login error in one table: 14 symptoms, the cause of each and who can fix it (you, your admin or Salesforce Support), with the next step.
Salesforce Authenticator Not Working or on a New Phone
New phone, deleted app or no push: your admin disconnects the old Authenticator and issues a 1 to 24 hour code so you can reconnect. Admins now need a passkey.
Salesforce Passkey Requirement: What Admins Have to Do
Production enforcement began 20 July 2026. Admins and other privileged users now need a passkey or security key; Salesforce Authenticator no longer counts.
Locked Out of Salesforce? What Salesforce Support Can Do
Another admin can unlock you, issue a temporary code or fix your IP range. If you were the only admin, Support needs a C-level letter to change your email.
What Salesforce invalid_grant and redirect_uri_mismatch Mean
Each Salesforce OAuth error string, its cause and its fix: invalid_grant, redirect_uri_mismatch, missing required code challenge and the connected app block.
Product path
Need the Salesforce connector, not a consulting project?
ApexGenius connects authorized Salesforce orgs to Claude, ChatGPT, and compatible MCP clients for record, metadata, test, and approved deployment workflows. Use us when the job extends into architecture, custom systems, rollout, or ongoing ownership.
Start with a conversation
Reading about it costs less than building it twice.
Free, 30 minutes, no obligation.
- You leave with
- Our first read on where your operation leaks time, live on the call
- A straight answer on whether a full systems audit is worth it for you
- If it is: the scope and the fixed price. If not: what to do instead
Mapped firstA revenue org nobody documented, made safe to change