It's officialSalesloft is sunsetting Drift Email — allGood Email Reply Management is their one and only recommended replacement.Salesloft is sunsetting Drift EmailSee the migration →
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Milan Pandey

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Milan Pandey

Product Manager · allGood

Milan Pandey is on the product management team at allGood, where he helps bring Mary, an AI marketing employee, to life. He's spent time at Norwest Venture Partners, WEKA, and Dremio, and holds a degree in Applied Mathematics from Brown University.

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Field Notes

Posts by Milan.

Side-by-side comparison: blind keyword-rule tinkering in Drift Email versus the allGood Test Suite re-running every reply categorization test

What Drift Email Was Missing: A Test Suite for Reply Categorization

Testing email reply categorization turns fixing a Drift Email rule from a guess into a verified change. Here's how regression testing works in allGood.


Aug 4, 2026

A flow diagram of allGood's seven built-in email reply categories — Unsubscribe, Out of Office, Spam, Bounce, Sales Request, Left Company, and Other — each routing to an automatic action out of the box

Email Reply Management, Ready on Day One

allGood ships email reply management with seven AI categories, trained and ready on day one — no rules to build. Connect your inbox or migrate Drift, and start.


Jul 22, 2026

Split illustration contrasting the cost of a false positive — a salesperson shrugging at an obvious spam email — against the cost of a false negative — a rep watching real pipeline drain away through a broken funnel, with a smoke detector motif.

Our Spam Handling Policy: Built to Never Miss the Signal

Our spam handling policy for email reply management: we tune filtering to never miss a real reply. Why a false negative costs a deal and a false positive costs a shrug.


Jul 20, 2026

Video walkthrough of migrating from Drift to allGood in minutes

Drift Email Is Ending. Migrating to allGood Takes Minutes.

Migrate from Drift to allGood in minutes. Salesloft named allGood the official Drift Email replacement, and allGood rebuilds your entire setup as reasoning-based reply management.


Jul 20, 2026

The Email Reply Management Test Suite — running baseline and custom tests against reply categorizations and field extractions before they hit a live inbox

Introducing the Email Reply Management Test Suite: ship reply automations with confidence

The ERM Test Suite is a built-in QA layer for Email Reply Management. Validate categorizations and field extractions before they ever touch a live inbox.


May 8, 2026

A chat window with three sequential prompts calling Marketo MCP tools — get_program_by_name, list smart campaigns, and a generated markdown table — with no Claude skill in the loop

Use Adobe's Marketo MCP Directly: No Claude Skill Required

Adobe's Marketo MCP works straight from a Claude chat — no skill needed. Three quick prompts, one full campaign inventory. Watch the walkthrough.


May 1, 2026

Split-brain illustration contrasting AI-driven cognitive exhaustion in marketers with the burnout drop when AI absorbs toil

Marketing Has the Highest Rate of AI Brain Fry, Here's What Most Marketing Leaders Are Missing

New HBR research finds marketers report more AI-driven cognitive exhaustion than any other function. The fix isn't more AI, it's AI that absorbs toil.


Apr 21, 2026

A Marketo program documentation sheet with sections for overview, asset inventory, logic flow, flow summary, and health and QA flags, linked out to Marketo program icons on either side

Document Any Marketo Program in Minutes With a Free Claude Skill

Document any Marketo program in minutes. Our new free Claude skill reads the program, maps every campaign and token, and flags broken parts automatically.


Apr 17, 2026

Three-step program build card — create program, tokenize in bulk, build briefing doc — surrounded by floating Marketo tokens

Demo: Build a Marketo Program From Scratch With Adobe's MCP

Adobe's new Marketo Engage MCP plus allGood's free Claude skills build a full program — create, tokenize, and brief — in minutes. Watch the walkthrough.


Apr 15, 2026

How to Build Marketo Campaign Briefs in Minutes with a Free Claude Skill

How to Build Marketo Campaign Briefs in Minutes with a Free Claude Skill

Rebuilding the same document every time a new program launches? This free Claude skill for Marketo builds campaign briefs.


Mar 16, 2026

Install Claude Skills — plugin and manual setup

Install Claude Skills

Two ways to install Claude skills in under two minutes — via the allGood plugin or by uploading a skill file directly.


Mar 14, 2026

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