The Action Report

Research, teardowns, and the receipts

RevSure's editorial home. Original research from our own data, playbooks, and field notes on the agentic shift in go-to-market.

Latest · Product Features

Campaign spend reallocation: how the Reallocation agent decides which channel to defund next

Gartner’s 2026 CMO Spend Survey found flat budgets, only 15.3% new AI carve-out, making reallocation the core optimization discipline. This blog is about how RevSure’s Campaign Reallocation agent helps.

Tejas Kapur · Jul 23, 2026 · 6 min readRead the essay →
Revenue Operations

Who should own your GTM agents: why revenue and marketing teams, not engineering, hold the keys

BCG says 70% of AI value is people and process, not the model. Why GTM agents should be owned by revenue and marketing operators, and how no-code building plus a governed harness makes that possible.

RevSure TeamJul 22, 20266 min read
CRO Playbook

AI for CROs: how to make pipeline predictable without hiring more AEs

A Gartner Survey Shows 31% of CSO Cited Difficulty Proving ROI of AI-driven Tools. This post is about how CROs can use AI to catch at-risk quarters early and make pipeline predictable without adding headcount.

RevSure TeamJul 22, 20267 min read
AI GTM Engineer

10 GTM agents every revenue team can build on RevSure (and the signal each one watches)

Ten narrow, governed GTM AI agents and the exact signal each watches, from Deal Risk to Red-Flag-Month, all running on shared context and a human-in-the-loop harness.

Deepinder Singh Dhingra | Founder & CEOJul 22, 20268 min read
AI GTM Engineer

Why More AI Outreach Is Producing Less Pipeline

Every team added an AI SDR and turned up the volume. Then the replies dried up. The numbers behind that collapse are uglier than most leaders realize, and they quietly kill the playbook that built half the pipelines in B2B. RevSure makes the case for what comes after volume, and the metric you should be defending instead of reply rate.

RevSure TeamJul 21, 20265 min read
AI GTM Engineer

The GTM Harness: why every agent you deploy needs one

A GTM Harness is the control layer, shared context plus a Propose-Approve-Commit-Roll back workflow, that keeps revenue AI agents accountable.

RevSure TeamJul 20, 20266 min read
Context Layer

The Context Layer, explained: why your AI go-to-market agents are only as good as the context beneath them

MIT found 95% of enterprise GenAI pilots fail, and the cause is context, not the model. What the Context Layer is, why GTM AI fails at the context, and why it is the only durable moat for revenue AI agents.

RevSure TeamJul 17, 20267 min read
Marketing Attribution

What is decision attribution?

Decision attribution identifies which touches causally changed a B2B buying group’s decision to advance, rather than which touches were merely present. A definition, how it works, and how RevSure handles it.

RevSure TeamJul 16, 20263 min read
AI GTM Engineer

Build your first GTM agent in an afternoon: a field guide for revenue and marketing teams

A no-code, five-step guide to building a governed GTM AI agent without engineering, and how to avoid being the 40% of agentic AI projects Gartner expects to be canceled by 2027.

RevSure TeamJul 15, 20267 min read
Product Features

Customer journey analysis: what an honest multi-path B2B buyer journey actually looks like

The B2B buyer journey is a non-linear loop across a buying group of 6-10, not a funnel. What honest customer journey analysis reveals and why the data layer underneath decides whether it works.

RevSure TeamJul 14, 20266 min read
News

RevSure Launches Context Layer for Agentic GTM and AI GTM Engineer

RevSure, an enterprise AI platform for B2B revenue, has turned years of integrations across the go-to-market stack into a governed context layer creating one identity-resolved source of truth that every GTM agent reads and writes to. They also launched AI GTM Engineer, a managed team of agents, to run on the context layer.

RevSure TeamJul 14, 20264 min read
Marketing Attribution

From touchpoint attribution to decision attribution: the next era of B2B attribution

Buyers now spend only 17% of their time with suppliers and decide in committees. Why B2B teams are moving from multi-touch credit splits to defensible, causal decision attribution.

Deepinder Singh Dhingra | Founder & CEOJul 13, 20267 min read
GTM Engineering

"I Accidentally Became a GTM Engineer": Where the Role Comes From and Whether It Lasts

The title barely existed three years ago. Now it is one of the fastest-growing functions in B2B, and almost no one trained for it. Here is where the role comes from and whether it lasts.

RevSure TeamJul 10, 20266 min read
AI GTM Engineer

The AI SDR Is a Commodity Now. Here's Where the Moat Moved

Writing and sending email is no longer a differentiator. Every AI SDR does it, and they all sound the same. The defensible value moved to proprietary data and workflow depth.

RevSure TeamJul 9, 20266 min read
AI GTM Engineer

AI SDR vs Human SDR

AI SDRs win the volume math and lose the quality math on their own. The real question is not AI versus human. It is whether either one can see the full context.

RevSure TeamJul 8, 20266 min read
Revenue Operations

Who Owns the Audience When 100 Agents Are Acting?

RevOps Governance in the Agentic Era

RevSure TeamJul 6, 20266 min read
GTM Engineering

The Hidden Maintenance Tax of the DIY GTM Stack

Building a modern outbound stack on best-in-class tools is a real choice. The part the build-it crowd skips is the maintenance tax. Here is what the DIY stack actually costs and how to price it before you commit.

RevSure TeamJul 3, 20266 min read
AI GTM Engineer

The Agent Trust Gradient

Which GTM Agents Teams Actually Deploy First (and Which They Don't)

RevSure TeamJul 2, 20266 min read
Context Layer

AI Personalization Is Overrated

The personalized email that opens with your job title and a compliment is not fooling anyone, least of all the buyer. There is a version of personalization that still works, and it has almost nothing to do with the writing. The difference is what the agent knows before it drafts a single line, and most tools know almost nothing.

RevSure TeamJun 29, 20265 min read
Papers & downloads

Take the research back to your team

RevSure Research whitepapers, solution briefs, and ebooks. The full PDF is on every page.

How-to guides

Start from your job, not ours

Step-by-step guides written for a specific seat on the revenue team.

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