Proof: AI Agents + GTM Workflows
(MCP-first)
If you're evaluating depth (not slides), start here: real agents, real schemas, real automation — how GTM gets operationalized with AI end-to-end.
Automation + data workflows (Apify)
Apify actors for repeatable workflows (scraping, enrichment, monitoring, GTM research ops)
Why it matters: Shows the "unsexy layer" behind consistent GTM execution.

Apify

Shashwat Ghosh (shashghosh) · Apify

Fractional CMO & GTM Expert. Top 10 Product Marketing Creator in India. Creator of GTM Alpha methodology & EPIC framework.

Notion template — AI Context Engineering (CRAFT)
  • A practical template to design high-signal AI context and reusable GTM workflows
  • Built for real execution: reduces prompt chaos, improves output consistency
Why it matters: Standardizes how teams brief AI → better decisions + faster iteration.

Notion

50 GTM Context Templates in Notion

- 16 GTM templates for ICP definition, competitive analysis, pricing strategy, and go-to-market planning - Organized by business stage (Pre-Launch, Launch, Growth, Scale) to help you pick the right strategy for your current phase. - 17 templates for viral hooks, engagement posts, thought leadership, and B2B social growth - 17 templates for blogs, newsletters, case studies, and long-form content that converts

GTM Alpha MCP — agent-ready GTM workflows
  • Model Context Protocol assets designed for tool-using GTM agents (not prompt-only playbooks)
  • Turns GTM strategy into structured, reusable workflows (schemas + servers)
Why it matters: Shows "AI workflow proof" — interoperability + repeatable execution.
Supporting links:

www.npmjs.com

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Open GTM schema + dev-grade assets (GitHub)
Public repos that package GTM thinking into structured artifacts (schemas, definitions, tool-ready blocks)
Why it matters: Signals rigor + long-term leverage (systems, interoperability).
AI agents in the wild (Agent.ai)
  • Public agents show real behavior + use-cases; private agents exist for client-specific workflows
Why it matters: Applied capability — agents built to solve GTM problems, not generic demos.
All links open externally for full context — these are verification assets, not conversion CTAs.
Independent Validation & Published Work
If you're doing EEAT due diligence: these are independent profiles/features that validate reputation, work quality, and public footprint. (No lead-gen CTAs—just verification.)
Favikon creator ranking profile
A public ranking + category footprint for my work across Product Marketing / GTM topics.
  • Shows category placement + creator ranking snapshot (not self-reported)
  • Useful if you want a fast “signal check” on public authority + consistency
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Pepper feature — Global Marketing Leaders
An editorial-style profile that captures background, positioning, and leadership narrative.
  • Independent third-party context feature page.
  • Helpful when you want a clean summary beyond a resume/LinkedIn scroll
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G2 Learn — Why Your Startup Has a GTM problem (article)
A long-form GTM perspective published on a major B2B marketplace ecosystem.
  • Covers legacy vs modern GTM, GTM stages, and the EPIC GTM model
  • Durable reference link you can share internally for alignment with CXOs
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Superme profile — AI + GTM footprint
A lightweight public profile node that aggregates and cross-references my AI + GTM presence.
  • Quick identity verification + cross-links in one place
  • Before meeting, you can check with my digital twin and get answers for all GTM and EPIC related FAQs
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All links open externally for full context. This section is built for verification, not conversion.
Newsletters + Insight Library
Public work you can scan to understand my thinking: GTM strategy, AI-in-marketing, and operator-grade frameworks—organized for fast verification.
GTM Whisperer — newsletter (Substack + LinkedIn)
Recurring, structured GTM perspectives—what changed, what didn't, and what to do next.
  • Framework-led takes on B2B GTM, positioning, and pipeline mechanics
  • AI + GTM (practical): where agents help, where they fail, and how to deploy responsibly
  • Written for founders/CXOs who want decisions—not noise
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Offbeat AI Watch — signal-first AI brief
A low-noise brief that turns AI chaos into moves operators can actually act on.
  • Beyond the headlines, this trend watch surfaces the
    AI stories others miss
  • Concise intelligence brief of the fortnight's most significant AI developments
  • Cutting through the hype to deliver actionable intelligence on AI trends
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Latest Issue #4 • DECEMBER 3, 2025
Medium — long-form breakdowns
(AI × Product × GTM)
Longer essays where I unpack trade-offs, sequencing, and "why this works" beyond a short post.

Medium

I Told Anthropic I Don’t Want a Chatbot. I Want a 12-Agent Marketing Team.

My conversation with Anthropic’s AI Interviewer about the real future of Enterprise AI

Medium

The Great AI Trade-Off: Why PhonePe Sacrificed Day-One UX for Tomorrow’s Platform Moat

The question isn’t whether the PhonePe-OpenAI integration works today; it’s what strategic asset it secures tomorrow. This entire play is…

Coda — structured playbooks & reusable artifacts
Living GTM docs that behave like tools: checklists, scorecards, operating docs, and templates.

Coda

MarketShift AI-Website

Moving from the Corporate Corridor to Your Consultancy

Coda

MarketShift AI

Helping you redefine marketing with AI-driven insights and strategies

Community trails
Where ideas get pressure-tested in public (questions, feedback, counterpoints).
Thought Leadership Picks: Operator-Grade GTM Thinking
A few public artifacts that show how I reason: GTM as a system, AI as a workflow layer, and the trade-offs most teams miss. Skim by format → go deep only where needed.
LinkedIn Deep Dive: a GTM operating system for scaling B2B
A structured, practitioner write-up on building repeatable GTM (stages, decisions, and the operating model).
Best for: Founders/CXOs who want a clear mental model they can reuse internally.
Alignment mechanics: sales + marketing + product operating as one system (not silos)

LinkedInEditors

PLG, Outbound Personalization & ICP Refinement - New Tools for Success.

Discover proven GTM strategies for scaling B2B SaaS startups. Learn PLG, outbound personalization, ICP refinement, and sales-marketing alignment for success.

The decision spine: ICP → positioning → channel → motion → execution constraints
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AI as a workflow layer, and the trade-offs

linkedin

#agentswarms #aiforgtm #gtm #airevops #aiscaling | Shashwat Ghosh

𝗧𝗵𝗲 𝗕𝟮𝗕 𝗚𝗧𝗠 𝗳𝘂𝗻𝗻𝗲𝗹 𝗶𝘀 𝗯𝗲𝗶𝗻𝗴 𝗿𝗲𝘄𝗿𝗶𝘁𝘁𝗲𝗻. 𝗧𝗵𝗲 𝗻𝗲𝘄 𝗺𝗼𝗱𝗲𝗹? 𝗔𝗴𝗲𝗻𝘁𝗶𝗰 𝗦𝘄𝗮𝗿𝗺𝘀. Slightly late to share this, but this one genuinely made me rethink how GTM operates. I recently completed the Hard Skill Exchange (HSE) AI Practice Sessions, and it wasn’t just about 𝘢𝘶𝘵𝘰𝘮𝘢𝘵𝘪𝘰𝘯. My key takeaway was about 𝘤𝘰𝘰𝘳𝘥𝘪𝘯𝘢𝘵𝘪𝘰𝘯. A crucial question was how AI agents connect marketing, sales, and success into one continuous loop. It’s not the

LinkedIn Operator Notes:
3 “key -shifts” for 2026
Practical GTM constraints: budgets, cycle time, handoffs, and why “more leads” fails
Best for: CXOs who prefer quick signal over long essays.
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How modern buying + search behavior changes pipeline math (and what to do about it)
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Where AI helps vs harms GTM execution

linkedin

#startups #saas #cxos #blaze | Shashwat Ghosh | 10 comments

Is SaaS Dead? Satya Nadella's multi-billion dollar proclamation shook the start-up world recently. He later clarified that in the Agentic AI world, SaaS companies won't have a place in the broader context. This question really bothered me! Having spent a long time in multiple SaaS companies (and now working on AI-based lead generation), I know it's literally an existential query for SaaS CXOs. Now, who is better positioned to answer this question than one of the most prolific startup accele

X Threads: real-time thinking (compressed)
AI-in-GTM: where agents/workflows create leverage vs create noise
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GTM myths I actively disagree with (and why)
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Independent essay (non-social)
  • “Cognitive offloading” risk + how to keep human judgment in the loop
  • When AI amplifies creativity vs becomes a crutch (practical operating guidance)
  • A simple implementation framework: metrics → boundaries → monitoring
Best for: Leaders validating depth outside platform feeds.

HyperPlays

AI in B2B Marketing: Balancing Human Strategy & Machine Efficiency

🔍 New insights on maintaining marketing teams' strategic edge in the AI era. Research-backed framework from scaling marketing across fintech, logistics & SaaS. A must-read for B2B marketing leaders. #MarketingAI #B2BMarketing

Everything opens externally; this section is curated for depth and fast verification.
Connect with Shashwat

© 2026 Shashwat Ghosh. All rights reserved. Last updated: Jan 2026. Operator-grade GTM systems for B2B SaaS + ITeS.