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Offbeat AI WatchSeason 2, Issue 1Fortnightly intelligence brief

Offbeat AI Watch

Your AI doesn't know your business

Only 10% of large companies give AI one view of the business. That is why your team's AI sounds generic.

By Shashwat Ghosh, AI native fractional CMO

Bar chart from the TCS Enterprise AI Study 2026: of 1,333 large companies, 11% keep business knowledge mainly with employees, 33% have fragmented documentation, 30% document key processes, 16% have standardised business context and only 10% have an enterprise business context layer that gives AI a consistent view across all systems.
TCS Enterprise AI Study 2026, Figure 9. Independent survey by TCS; chart redrawn by Helix GTM from the published data.

Cover story

The context gap

Only 10% of large companies give AI one consistent view of the business, a TCS survey of 1,333 senior leaders finds. In 44%, the knowledge sits with employees (11%) or in scattered documents (33%). The top barrier to scaling AI: data that is not integrated, accessible or trusted.

Bottom line: in a GTM team, that context is your ICP, your win reasons and your positioning. If it lives in the founder's head, your AI writes generic output. Structure the context before you scale the AI.

Editor's note

Diwali greetings to you and your family.

Offbeat AI Watch is back with Season 2: bigger, better and bolder.

The TCS study puts a number on a gap I usually find in GTM teams. The ICP, the win reasons and the positioning sit in one person's head, so the team's AI guesses.

I built the CRAFT framework for this: five things to tell an AI so its answer is specific. It is a public skill, craft-context-engineering. Helix's free GTM tools apply the same idea.

Write down what your best seller knows before you ask AI to sell.

Shashwat Ghosh

Run through the tool

What to ask a CIO before you sell AI

I gave our discovery question tool the TCS findings above as the buyer's pain, a CIO on a first call and an AI agent that drafts sales content. Three of the questions it returned:

  • “Where does the data it needs live, and what may leave your environment?”
  • “How do you judge that a result is right today: who reviews it, and against what?”
  • “Which workloads or tasks would you move first, and which never?”

Revenue Enablement, discovery_question_bank (Gap Selling), real output

How I read it: Open with where the context lives and who checks the output. A buyer who cannot answer has just named your first project.

Run this story yourself on our tool

Builder's corner

Your next user may be an AI agent

Microsoft's Dynamics 365 sales MCP server is generally available (Microsoft, 29 Oct): 59 governed tools, from leads to quotes and orders, inside any MCP assistant, under each user's CRM permissions.

Microsoft's reasoning: “Sellers don’t live in one place. They work across chat, email, agent-driven workflows, and the tools closest to the deal, so CRM needs to meet them there.” It calls this a step toward headless CRM.

Takeaway: big vendors are adding MCP on top of their APIs. If a buyer's AI cannot reach your product, you drop out of the workflow. Helix built its 49 free GTM tools this way.

Try our free MCP tools

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Sources (12)
  1. TCS Enterprise AI Study: key findings report (PDF), TCS, Nov 2026
  2. TCS Enterprise AI Study: Intelligence that is Real, TCS, Nov 2026
  3. TCS Enterprise AI Study press release, TCS, 4 Nov 2026
  4. CrowdStrike Introduces the AI Kill Switch for AI Safety, CrowdStrike, 3 Nov 2026
  5. CrowdStrike to Acquire Fiddler to Deliver Agent Observability for AI Trust, CrowdStrike, 3 Nov 2026
  6. MeitY Launches DEPA for AI Training Handbook to Advance Trusted Data Collaboration for AI, Press Information Bureau, 31 Oct 2026
  7. Pliant Raises $80 Million Series C to Open B2B Payment Infrastructure to AI Agents, Pliant, 4 Nov 2026
  8. Protecting people and businesses in an agentic economy, DRCF joint statement, 30 Oct 2026
  9. Smart reports, surveys, and pooled group budgets for Claude Enterprise, Anthropic, 28 Oct 2026
  10. Dynamics 365 CX MCP Server for Sales is generally available, Microsoft Dynamics 365 blog, 29 Oct 2026
  11. CrowdStrike introduces AI kill switch to manage rogue agents, SC Media, 4 November 2026
  12. Discovery Question Bank, Revenue Enablement, Helix GTM Consulting

About the author

Shashwat Ghosh

Shashwat Ghosh is Co-Founder and Fractional CMO of Helix GTM Consulting, with 24+ years in B2B and GTM leadership at exits including Happay (sold to CRED, later MakeMyTrip) and Locus (sold to IKEA). He created the EPIC, IMPACT, CRAFT and GUARD frameworks and the Hub-Spoke Brand Messaging Methodology. About Shashwat · LinkedIn