The Action Report

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

Latest · Digital Workers

AI GTM engineers still need accountable people: inside our embedded GTM pod

Building an AI agent for go-to-market work has become the quick part. Keeping it right as segments, stages and priorities change is the work that never finishes, and it is where most agent projects stall. This guide explains why an AI GTM engineer needs a person who answers for its output, what our embedded GTM pod does day to day for each Digital Worker, and which decisions stay with the customer's team.

RevSure Team · Nov 6, 2026 · 9 min readRead the essay →
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Digital Workers

HubSpot MCP: connecting HubSpot to Claude and ChatGPT, and what changes when a digital worker reads it

HubSpot now lets Claude, ChatGPT and any MCP client that supports OAuth with PKCE read and update CRM records, inside each user's HubSpot permissions. Asking one question about one account works well. A digital worker that reads the same portal every week, across hundreds of accounts, inherits every duplicate company record, every page limit and every gap in what HubSpot holds. This guide covers the three ways to connect, what each reads and writes, the limits HubSpot documents, and what has to sit between HubSpot and an agent that does standing GTM work.

RevSure TeamNov 5, 202610 min read
Revenue Operations

Sales forecasting methods for B2B, how to measure forecast accuracy, and what a Digital RevOps Analyst checks every week

A quarter can look 97 percent accurate while every month inside it missed by double digits, because the misses cancel out in the total. Most B2B teams pick a sales forecasting method, then never record the number at a fixed moment or score it against what closed, so nobody can say which method to believe. This guide compares seven forecasting methods and where each one breaks, gives the forecast accuracy formula with a worked example, and lists the checks a Digital RevOps Analyst runs every week before the forecast call.

RevSure TeamNov 4, 202611 min read
Pipeline

Funnel analysis for B2B: finding the stage where pipeline leaks, and handing the weekly check to a Digital Marketing Analyst

One engineering information company's July report showed 342 new-logo MQLs and 457 sales accepted leads, a funnel that got wider at its second stage. Reports like that count a different group of people at each stage, and they hide the stage where pipeline actually leaks. This guide shows how to calculate funnel conversion rates two ways, walks through a worked example for finding the leaking stage in any B2B funnel, and sets out five checks worth running every week. It also covers what changes when our Digital Marketing Analyst runs that check, and which decisions stay with people.

RevSure TeamNov 3, 202610 min read
Digital Workers

Salesforce MCP for GTM teams: what it is, how to connect it, and what a digital worker does with it

At one software company, the hard part of connecting Salesforce to Claude was getting legal to say yes; the setup itself takes an administrator a few configuration screens. Salesforce now runs hosted MCP servers that let AI clients read and update CRM records under each person's own permissions, and once they are on, every person's assistant writes its own queries. This guide lists the servers, walks through connecting Claude, sets out what admins control, and explains what our Digital Workers do with Salesforce data that a single CRM connection leaves open.

RevSure TeamNov 2, 202610 min read
Revenue Operations

Revenue operations in 2026: what RevOps owns when digital workers do the work

A revenue leader asks where the quarter stands against target every week, and someone in revenue operations has to produce the answer each time. This guide defines revenue operations, lists what a RevOps team owns, gives the core RevOps metrics with their formulas and the places each one breaks, and explains what changes when digital workers take on the repeatable reporting, hygiene, routing and pacing work. What stays with RevOps is what decides whether those numbers can be trusted: definitions, approvals and guardrails.

RevSure TeamOct 30, 202610 min read
Digital Workers

CRM with AI workers: what a digital worker needs that your CRM does not hold

An AI agent working inside the CRM can only use what someone recorded there, and to the agent an empty field looks the same as nothing happening. When an investment operations software company compared its Salesforce report of ABM-influenced wins with RevSure's view, about half of the wins were missing from the report. This guide describes the agents CRM vendors now ship, lists what GTM work needs that the CRM does not hold, explains how the CRM and a context layer work together, and sets out an audit to run before an agent repeats the gaps.

RevSure TeamOct 29, 202610 min read
Context Layer

MCP vs API: what changes when an AI agent calls your GTM data

Most MCP servers call an API underneath, which is why the two get confused and why the difference is easy to underestimate. An API's calls are fixed by a developer before a program runs, while an MCP server lets a language model choose its calls mid-conversation from tool descriptions it reads at run time. That shift moves the judgment about which field or date to use out of reviewed code and into the model's hands. This guide compares the two row by row, runs one pipeline question through each, and explains remote MCP servers and where the A2A protocol fits.

RevSure TeamOct 28, 202610 min read
Digital Workers

Digital workforce: how people and digital workers split GTM work

Many go-to-market teams have added AI tools and still lose their weeks to pulling spend data, ranking lists, chasing follow-ups and writing the report. A digital workforce changes who owns that work, and it raises a harder question about who decides and who answers for the result. This guide defines a digital workforce in the go-to-market sense, sets out job by job which work goes to digital workers and which stays with people, and explains how to manage one: scope, KPIs, approvals, review cadence and accountability.

RevSure TeamOct 27, 202610 min read
Context Layer

Conversational analytics for revenue teams: asking pipeline questions in plain English

A pipeline question typed into an AI assistant comes back in seconds, neatly formatted and confident. Whether the number is right depends on choices the person asking rarely sees: which opportunities count as pipeline, which date puts a deal in the quarter, how records were matched to campaigns and accounts, and what was filtered out. This guide defines conversational analytics for revenue teams, separates it from dashboards and conversational intelligence, sets out the data it needs underneath and shows how to check an answer before it reaches a forecast or a budget decision.

RevSure TeamOct 26, 202610 min read
Revenue Operations

CRM hygiene as a standing job: what the Digital RevOps Analyst fixes every week

Most CRM data cleanups are projects: a quarter of merging, filling and fixing, followed by a slow slide back to where things started. This guide defines CRM hygiene, explains why one-off cleanups decay, sets out a weekly checklist with who fixes each item, and shows how RevSure's Digital RevOps Analyst runs the work every week with a person approving changes to records.

RevSure TeamOct 23, 202610 min read
ABM Intelligence

B2B intent data: first-party vs third-party, and how to resolve it to accounts

Intent data tells a B2B team that someone, somewhere, is researching a problem it solves. Until each signal is attached to the right account, person and moment, nobody can act on it. This guide compares first-party, second-party and third-party intent, behavioral and topic signals, and shows how to resolve them to accounts and buying groups, score them, and turn them into plays a person approves.

RevSure TeamOct 22, 202610 min read
Digital Workers

Closed-lost is not closed: how a win-back digital worker reopens deals

Every CRM holds a graveyard of closed-lost opportunities, and most of the loss reasons on them were picked from a dropdown on the day the deal died. This guide defines a B2B win-back campaign, explains why closed-lost reasons mislead, gives a checklist for deciding which deals to reopen, and walks through an illustrative example of RevSure's Digital SDR running the win-back play, with a rep approving every message.

RevSure TeamOct 21, 202610 min read
Lead Scoring

MQL vs SQL: definitions, the handoff between them, and why the numbers disagree

An MQL is a lead marketing has judged ready for sales; an SQL is one sales has checked and kept. This guide defines MQL, SAL, SQL and SQO, sets out the handoff and the SLA that governs it, shows how to calculate the MQL to SQL conversion rate, and explains why marketing's MQL count and sales' count rarely agree, with a reconciliation that took one team from 662 unexplained leads to 63.

RevSure TeamOct 20, 202610 min read
Digital Workers

Agentic marketing: what changes when digital workers run the analysis and the spend calls

Agentic marketing is what happens when AI agents take on the recurring work inside a B2B marketing team: reading spend against pipeline, building audiences, checking campaigns and writing the weekly report. This guide defines the term for B2B go-to-market teams, goes task by task through what moves to a digital worker and what stays with people, and explains why none of it holds up unless spend, pipeline and identity sit in one context layer.

RevSure TeamOct 19, 20269 min read
Digital Workers

Account research in 17 tool calls: what a digital worker reads before a rep picks up the phone

Most reps know they should research an account before they call. Few do it well, because the facts that matter sit in five systems and change every week. This post sets out what a pre-call account brief should contain, why the research gets skipped, and walks through an illustrative example of what RevSure's Digital SDR reads, in 17 tool calls, before anyone contacts a company in the middle of an acquisition.

RevSure TeamOct 16, 202610 min read
Digital Workers

AI employees vs AI agents vs digital workers: what a GTM team is actually buying

Search for "AI employees" and vendors offer to hire you one; search for "digital worker" and the answers describe RPA bots. The labels overlap, and they hide very different purchases. An AI agent is a task your team builds and runs, an "AI employee" is whatever its contract says, and a RevSure digital worker is a managed role that owns a workstream with people accountable for the output. This guide compares the three side by side and ends with the questions to put in the contract.

RevSure TeamOct 14, 202610 min read
ABM Intelligence

What is a buying group? How B2B teams find the people behind a deal

Most B2B deals are decided by several people at the account, and most CRMs record one or two of them. This guide defines a buying group, separates it from a buying committee, a persona and an account, lists the roles that usually sit in one, explains why the CRM under-records them, and shows how to map a buying group and measure how much of it you are reaching.

RevSure TeamOct 14, 202610 min read
Pipeline

What is a sales pipeline? Stages, metrics and where deals stall

A sales pipeline is the list of open deals a company is working, sorted by the stage each buyer has reached. Most teams can say how big theirs is today. Far fewer can say how long each deal has sat where it is, which is where forecasts go wrong. This guide defines the pipeline, separates it from the funnel, lays out B2B stages with exit criteria, gives the formulas for the core metrics and shows how to find the deals that have stopped moving.

RevSure TeamOct 13, 202611 min read
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