Research & Insight · Field Notes · Latest First

Notes from the lab.

Field notes on AI-driven operations, automation, and building teams ready for what's next. Essays, walk-throughs, and diagrams from the Leapforce team.

Make vs Zapier Pricing 2026: Where the Meter Flips

Kelvin Tran
31 Dec, 2025 Kelvin Tran

IFTTT vs Zapier: Who Inherits the Automation in 2026

Kelvin Tran
28 Dec, 2025 Kelvin Tran

Gumloop vs Zapier 2026: Where the Approval Gate Binds

Kelvin Tran
26 Dec, 2025 Kelvin Tran

CrewAI vs AutoGen 2026: What Each Lets You Enforce

Kelvin Tran
24 Dec, 2025 Kelvin Tran

Agentforce Review 2026: What the Agent User Can Reach

Kelvin Tran
21 Dec, 2025 Kelvin Tran

Make.com Pricing 2026: Why the Failure Path Bills Too

Kelvin Tran
18 Dec, 2025 Kelvin Tran

Devin Pricing 2026: The Review Hour Is the Real Price

Kelvin Tran
16 Dec, 2025 Kelvin Tran

Clay Pricing 2026: The Cost Per Record You Can Use

Kelvin Tran
14 Dec, 2025 Kelvin Tran

Chatbot Pricing 2026: Who Defines Your Billable Unit

Kelvin Tran
11 Dec, 2025 Kelvin Tran

Botpress Pricing 2026: Can You See the Resold AI Meter

Kelvin Tran
8 Dec, 2025 Kelvin Tran

Bland AI Pricing in 2026: The Caller Runs Your Meter

Kelvin Tran
6 Dec, 2025 Kelvin Tran

AgentGPT Pricing 2026: The Cost of a Frozen Vendor

Kelvin Tran
4 Dec, 2025 Kelvin Tran

Zapier Pricing 2026: Who Sets Your Task Multiplier

Kelvin Tran
1 Dec, 2025 Kelvin Tran

n8n vs Zapier: Where Your Data Sits During a Live Run

Kelvin Tran
30 Nov, 2025 Kelvin Tran

LangChain Alternatives Ranked by Upgrade Liability

Kelvin Tran
27 Nov, 2025 Kelvin Tran

Flowise Alternatives Ranked by What Each Lets You Audit

Kelvin Tran
24 Nov, 2025 Kelvin Tran

Crunchbase vs PitchBook: What You Keep After You Cancel

Kelvin Tran
20 Nov, 2025 Kelvin Tran

Copilot Alternatives: What Leaves Your Microsoft Tenant

Kelvin Tran
17 Nov, 2025 Kelvin Tran

Claude vs ChatGPT: Compare the Admin Plane, Not the Model

Kelvin Tran
14 Nov, 2025 Kelvin Tran

Botpress vs Voiceflow: Who Can Change the Live Bot

Kelvin Tran
11 Nov, 2025 Kelvin Tran

AI Sales Agents vs Support Agents: The Complaint Channel

Kelvin Tran
7 Nov, 2025 Kelvin Tran

Customer Experience Automation: Who Counts the Sends

Kelvin Tran
4 Nov, 2025 Kelvin Tran

SaaS Demo Environments: The Least Governed Tenant You Run

Kelvin Tran
1 Nov, 2025 Kelvin Tran

Manus AI Pricing: What an Expiring Credit Balance Costs

Kelvin Tran
31 Oct, 2025 Kelvin Tran

Chatbot vs Human: The Handover Record at Escalation

Kelvin Tran
28 Oct, 2025 Kelvin Tran

Automated Phone Calls: When Completed Doesn't Mean Delivered

Kelvin Tran
24 Oct, 2025 Kelvin Tran

Automated Lead Qualification: Audit the Reject Pile

Kelvin Tran
21 Oct, 2025 Kelvin Tran

AI SDR: Whose Name Sits in the From Line, and Who Replies

Kelvin Tran
18 Oct, 2025 Kelvin Tran

AI Sales Pipeline Management: Name the Second Reader

Kelvin Tran
14 Oct, 2025 Kelvin Tran

AI Sales Forecasting: Who Is Allowed to Move the Number

Kelvin Tran
11 Oct, 2025 Kelvin Tran

AI Sales Enablement: The Answer a Rep Repeats Out Loud

Kelvin Tran
8 Oct, 2025 Kelvin Tran

AI Phone Agents: Degraded Mode and the Duty of Care

Kelvin Tran
4 Oct, 2025 Kelvin Tran

AI in Customer Support: Deflection Is Not Resolution

Kelvin Tran
1 Oct, 2025 Kelvin Tran

AI for Sales: The Four Sentences an Agent Must Not Send

Kelvin Tran
30 Sep, 2025 Kelvin Tran

AI in Customer Success: When a Score Becomes Spend

Kelvin Tran
27 Sep, 2025 Kelvin Tran

AI Customer Service Agents: Set the Authority Limit

Kelvin Tran
24 Sep, 2025 Kelvin Tran

AI Customer Segmentation: The Point It Starts Deciding

Kelvin Tran
20 Sep, 2025 Kelvin Tran

AI Customer Journey: Govern the Join, Not the Stage

Kelvin Tran
17 Sep, 2025 Kelvin Tran

AI Customer Feedback Analysis: What the Summary Drops

Kelvin Tran
14 Sep, 2025 Kelvin Tran

AI Cold Calling: Prove Where Every Consent Came From

Kelvin Tran
11 Sep, 2025 Kelvin Tran

AI Caller: Who Owns the Number, and Who Signs the Call

Kelvin Tran
7 Sep, 2025 Kelvin Tran

AI Call Center Agent: Govern the First Eight Seconds

Kelvin Tran
4 Sep, 2025 Kelvin Tran

AI Agents for Marketing: The Three Keys You Hand Over

Kelvin Tran
1 Sep, 2025 Kelvin Tran

AI Agent Business Applications: Who Signs the Work

Kelvin Tran
31 Aug, 2025 Kelvin Tran

AI Agent Companies: Buy for the Wind-Down, Not the Demo

Kelvin Tran
28 Aug, 2025 Kelvin Tran

Workato Pricing: Count the Meters Before the Quote

Kelvin Tran
24 Aug, 2025 Kelvin Tran

Vertex AI Pricing: The Six Meters and Who Starts Them

Kelvin Tran
21 Aug, 2025 Kelvin Tran

Relevance AI Pricing: What One Agent Run Really Bills

Kelvin Tran
18 Aug, 2025 Kelvin Tran

n8n Pricing: The Governance Cliff Nobody Budgets For

Kelvin Tran
14 Aug, 2025 Kelvin Tran

Langflow Pricing: The Bill Arrives Per Run, Not Per Seat

Kelvin Tran
11 Aug, 2025 Kelvin Tran

Flowise Pricing: The License Boundary, Not the Plan

Kelvin Tran
8 Aug, 2025 Kelvin Tran

CrewAI Pricing: What the $0 Tier Actually Costs to Run

Kelvin Tran
4 Aug, 2025 Kelvin Tran

AI Chatbot: Five Arrival Routes and One Bot Register

Kelvin Tran
1 Aug, 2025 Kelvin Tran

Intelligent Agents: Govern What They're Allowed to Notice

Kelvin Tran
31 Jul, 2025 Kelvin Tran

Agentic Learning: Where the Behaviour Change Is Stored

Kelvin Tran
28 Jul, 2025 Kelvin Tran

AI Agent Tutorial: Add One Capability, Then Break It

Kelvin Tran
24 Jul, 2025 Kelvin Tran

AI Negotiation: Set the Mandate Before the Model Speaks

Kelvin Tran
21 Jul, 2025 Kelvin Tran

How to Humanize AI Content: Own It, Don't Disguise It

Kelvin Tran
18 Jul, 2025 Kelvin Tran

Invoice Data Extraction: Check the Field, Not the Score

Kelvin Tran
14 Jul, 2025 Kelvin Tran

Customer Onboarding Automation: Verify Before You Grant

Kelvin Tran
11 Jul, 2025 Kelvin Tran

Quote-to-Cash Process: Tie Every Invoice to Its Approval

Kelvin Tran
8 Jul, 2025 Kelvin Tran

Product Management Lifecycle: The Five Decisions AI Reopens

Kelvin Tran
4 Jul, 2025 Kelvin Tran

Software Adoption Strategy for AI: Migrate, Don't Launch

Kelvin Tran
1 Jul, 2025 Kelvin Tran

Product Adoption Lifecycle: Why AI Runs It Backwards

Kelvin Tran
30 Jun, 2025 Kelvin Tran

Knowledge Management Process: Capture, Own, Then Expire

Kelvin Tran
27 Jun, 2025 Kelvin Tran

Create a Slack Bot: Scope the Token Before You Build

Kelvin Tran
24 Jun, 2025 Kelvin Tran

AI Workplace Search Builds a Second Copy of Your Data

Kelvin Tran
21 Jun, 2025 Kelvin Tran

Conversation Intelligence: Govern the Scores, Not the Call

Kelvin Tran
18 Jun, 2025 Kelvin Tran

AI Pipeline Lineage: Govern the Record, Not the Run

Kelvin Tran
16 Jun, 2025 Kelvin Tran

AI Plugins: The Description Field Is the Real Interface

Kelvin Tran
13 Jun, 2025 Kelvin Tran

Custom GPT Actions: Four Fields to Log Before Migrating

Kelvin Tran
10 Jun, 2025 Kelvin Tran

How to Train an AI Model: The Retraction Clock Test

Kelvin Tran
7 Jun, 2025 Kelvin Tran

Before You Swap Claude for DeepSeek, Run These Four Gates

Kelvin Tran
4 Jun, 2025 Kelvin Tran

AI FOMO: Price the Wait Before You Sign the Contract

Kelvin Tran
1 Jun, 2025 Kelvin Tran

Delegation Matrix, Redrawn: Check Time and Silent Failure

Kelvin Tran
31 May, 2025 Kelvin Tran

AI Workforce Planning: Supervision Is the Real Limit

Kelvin Tran
28 May, 2025 Kelvin Tran

Knowledge Management Governance for AI That Retrieves

Kelvin Tran
24 May, 2025 Kelvin Tran

AI Workplace Efficiency: Borrow a Baseline You Already Own

Kelvin Tran
21 May, 2025 Kelvin Tran

What Can AI Do for Business? Only What You Wrote Down

Kelvin Tran
18 May, 2025 Kelvin Tran

AI in Business: Sequence by Artifact, Not Use Case

Kelvin Tran
14 May, 2025 Kelvin Tran

Chatbot vs Conversational AI: You Own Every Sentence

Kelvin Tran
11 May, 2025 Kelvin Tran

Conversational AI: Trace One Turn Through Six Stages

Kelvin Tran
8 May, 2025 Kelvin Tran

Conversational AI Platforms: Who Keeps the Transcript?

Kelvin Tran
4 May, 2025 Kelvin Tran

AI Work Assistant Apps: Read the Consent Screen First

Kelvin Tran
1 May, 2025 Kelvin Tran

The Five-Page Handover an AI Virtual Assistant Needs

Kelvin Tran
30 Apr, 2025 Kelvin Tran

AI Business Assistant: Judge It by What It Can Touch

Kelvin Tran
27 Apr, 2025 Kelvin Tran

An AI Assistant Inherits Your Access: Scope It First

Kelvin Tran
24 Apr, 2025 Kelvin Tran

Sales Process Automation: Rank Work by Reversal Cost

Kelvin Tran
20 Apr, 2025 Kelvin Tran

Customer Service Automation: The Read-Say-Do Ladder

Kelvin Tran
17 Apr, 2025 Kelvin Tran

Invoice Automation: Price the Exception, Not the Scan

Kelvin Tran
14 Apr, 2025 Kelvin Tran

Before You Pick a Document Parser, Set These Two Numbers

Kelvin Tran
11 Apr, 2025 Kelvin Tran

Intelligent Document Processing: 4 Tiers of Autonomy

Kelvin Tran
7 Apr, 2025 Kelvin Tran

Intelligent Document Processing: Accuracy Is Not the Gate

Kelvin Tran
4 Apr, 2025 Kelvin Tran

AI App Builder Security: The Four-Question Ship Gate

Kelvin Tran
1 Apr, 2025 Kelvin Tran

Workflow Management Software: Run the Leaver Test First

Kelvin Tran
31 Mar, 2025 Kelvin Tran

Automate Repetitive Tasks: Start With a Two-Week Ledger

Kelvin Tran
28 Mar, 2025 Kelvin Tran

How to Test an AI Automation App Before You Trust It

Kelvin Tran
24 Mar, 2025 Kelvin Tran

Automation Software Is Four Products Under One Name

Kelvin Tran
21 Mar, 2025 Kelvin Tran

AI Process Optimization: Fix the Constraint, Not the Task

Kelvin Tran
18 Mar, 2025 Kelvin Tran

AI Platforms: Count the Control Planes, Not the Tools

Kelvin Tran
14 Mar, 2025 Kelvin Tran

AI Workflow Tools: Choose for the Failure, Not the Demo

Kelvin Tran
11 Mar, 2025 Kelvin Tran

Why AI-Powered Workflows Break at the Step Nobody Owns

Kelvin Tran
8 Mar, 2025 Kelvin Tran

AI Business Automation Starts With Rules, Not Models

Kelvin Tran
4 Mar, 2025 Kelvin Tran

AI Automation Examples: The One Step AI Actually Does

Kelvin Tran
1 Mar, 2025 Kelvin Tran

Choosing AI Automation Platforms: The Unattended Six

Kelvin Tran
28 Feb, 2025 Kelvin Tran

The AI Employee Personnel File: Scope, Owner, Exit Plan

Kelvin Tran
25 Feb, 2025 Kelvin Tran

Human-in-the-Loop Automation: When Approval Is Real Control

Kelvin Tran
22 Feb, 2025 Kelvin Tran

Model Context Protocol: Why MCP Is Not a Memory Layer

Kelvin Tran
19 Feb, 2025 Kelvin Tran

Choosing a No-Code AI Agent Builder IT Will Approve

Kelvin Tran
16 Feb, 2025 Kelvin Tran

How to Create an AI Agent: Spec First, Prompt Later

Kelvin Tran
13 Feb, 2025 Kelvin Tran

How AI Agents Work, and What Yours Is Allowed to Touch

Kelvin Tran
10 Feb, 2025 Kelvin Tran

Types of AI Agents and What Each One Costs to Supervise

Kelvin Tran
7 Feb, 2025 Kelvin Tran

Multi-Agent AI: Every Handoff Is a Permission Decision

Kelvin Tran
4 Feb, 2025 Kelvin Tran

Vertical AI Agents: Domain Knowledge Is the Cheap Half

Kelvin Tran
1 Feb, 2025 Kelvin Tran

Enterprise AI Agents: Scope Autonomy by Blast Radius

Kelvin Tran
31 Jan, 2025 Kelvin Tran

Autonomous AI Agents: How Much Autonomy Can You Prove?

Kelvin Tran
28 Jan, 2025 Kelvin Tran

AI Agents for Business: Set the Autonomy Ceiling First

Kelvin Tran
25 Jan, 2025 Kelvin Tran

AI Agents: Classify by Autonomy and Access, Not Type

Kelvin Tran
22 Jan, 2025 Kelvin Tran

The Write-Access Line Between AI Agents and Chatbots

Kelvin Tran
19 Jan, 2025 Kelvin Tran

AI Agent Use Cases, Ranked by Blast Radius Not Department

Kelvin Tran
16 Jan, 2025 Kelvin Tran

AI Agent Platform: 5 Control Questions Before You Buy

Kelvin Tran
13 Jan, 2025 Kelvin Tran

AI Agent Guardrails: Never Detect What You Can Forbid

Kelvin Tran
10 Jan, 2025 Kelvin Tran

AI Agent Architecture: Two Stacks, Not Five Layers

Kelvin Tran
7 Jan, 2025 Kelvin Tran

Agentic AI vs AI Agents: Judge Blast Radius, Not Brains

Kelvin Tran
4 Jan, 2025 Kelvin Tran

Agentic AI: The Action Ledger Test for Real Autonomy

Kelvin Tran
1 Jan, 2025 Kelvin Tran