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Guides, use cases, and deep dives.

apifunnel.ai Blog

How teams use AI assistants to connect their business tools — plus deep dives on the architecture behind it.

Featured

Enterprise AI Co Work: Leap the Gap from Chatting to Doing — With IT Actually on Board

The AI your team is already using is probably unsanctioned, unaudited, and invisible to IT.

73% of employees use unsanctioned AI tools. Most enterprise AI adoption is organized chaos — different tools, no audit trail, no delegated auth. Here's how a purpose-built AI co work bridges that gap: one execution layer, one MCP server, and IT-controlled delegated auth.

apifunnel.ai Engineering· 2026-03-03· 10 min read
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Enterprise AI Co Work: Leap the Gap from Chatting to Doing — With IT Actually on Board

Latest

11 posts
The Proof of Work Pattern: Leveraging Trained Behavior as Context Engineering Infrastructure
The Proof of Work Pattern: Leveraging Trained Behavior as Context Engineering Infrastructure
Leveraging Trained Behavior as Context Engineering Infrastructure

A required enum on your tool schema forces verification at the exact moment of decision. Apply sparingly, make it dynamic, and you have precise behavioral control without a bloated system prompt.

apifunnel.ai Engineering · 2026-03-077 min read
The Scratchpad Decorator Pattern: AI Agent Memory Management Without a Memory System
The Scratchpad Decorator Pattern: AI Agent Memory Management Without a Memory System
Extending Time to First Compression with the Scratchpad Decorator Pattern

Agents forget mid-task. The fix isn't a dedicated memory tool—it's decorating every tool schema with a task_scratchpad parameter. Each tool call becomes a structured extraction, and chat history becomes the scratchpad.

apifunnel.ai Engineering · 2026-02-158 min read
Auto-Create Procore Tasks, RFIs, and Submittals from Meeting Notes with AI
Auto-Create Procore Tasks, RFIs, and Submittals from Meeting Notes with AI
Your meetings are productive. Your follow-up shouldn't take longer than the meeting itself.

Every coordination meeting generates hours of Procore data entry. Connect your Fireflies transcripts to Procore and let AI turn action items into tasks, RFIs, and submittals automatically—no manual entry.

apifunnel.ai · 2026-02-0110 min read
Why Your Stripe Payout Doesn't Match QuickBooks (And How to Fix It)
Why Your Stripe Payout Doesn't Match QuickBooks (And How to Fix It)
Stop spending your weekends chasing $22.17 in missing fees. LedgerBot explains the gap and fixes it for you.

Stripe batches fees, refunds, and timing adjustments into one deposit. QuickBooks sees one number. LedgerBot explains the gap in plain English and shows you exactly what to fix—no spreadsheets required.

apifunnel.ai · 2026-02-0111 min read
Why AI Agents Need Code Execution (Not Just Bigger Context Windows)
Why AI Agents Need Code Execution (Not Just Bigger Context Windows)
Why code execution—not context stuffing—is the foundation for scalable AI agent infrastructure

The Recursive Language Model (RLM) pattern explains the missing piece in most AI agents: real code execution. Here's the production infrastructure that makes agents reliable—progressive discovery, sandboxed execution, and persistent skills.

apifunnel.ai Engineering · 2026-01-205 min read
Task-Specific AI Agents: Why One-Job AI Outperforms General-Purpose Assistants
Task-Specific AI Agents: Why One-Job AI Outperforms General-Purpose Assistants
The design philosophy behind scoped, short term memory agents that serve as reliable sub-agents for complex orchestration

General-purpose AI tries to do everything and often fails at the things that matter. Task-specific agents—each scoped to one API and one job—are faster, more reliable, and easier to debug. Here's the architecture.

apifunnel.ai Engineering · 2026-01-1512 min read
Agency as a Service: The New Architectural Pattern for Agent Orchestration
Agency as a Service: The New Architectural Pattern for Agent Orchestration
Building on Anthropic's Proven Pattern for Hosted SaaS Orchestration

If you've managed engineering across multiple product teams, you've seen this pattern: a product manager requests a simple notification—"Can we notify Slack when a high-priority Jira ticket is created

Engineering Team · January 20265 min read
Skills: The Building Blocks of Agentic Intelligence
Skills: The Building Blocks of Agentic Intelligence
From Ephemeral Code to Persistent Production Workflows

In the world of AI agents, there is a massive gap between "writing code that works" and "building a reliable system." Most agentic frameworks treat code execution as a disposable event. An agent write

apifunnel.ai 2 min read
Bridging the Gap: Browser Automation in Isolated Sandboxes
Bridging the Gap: Browser Automation in Isolated Sandboxes
When APIs Aren't Enough, Agents Need a Browser

The dream of "Agency as a Service" often hits a wall: the real world isn't fully API-fied. Whether it's a legacy government portal, a proprietary internal tool, or a site that hides its data behind a

apifunnel.ai 2 min read
Agentic SaaS: The Design Principles Behind Chat with QuickBooks
Agentic SaaS: The Design Principles Behind Chat with QuickBooks
In practice (QuickBooks):

Here's what most people get wrong about AI in business software: they think it's either "automate everything" or "do nothing."

apifunnel.ai 12 min read