
Structural Cost of Bad CRM Data SWOT Analysis for B2B Sales
Bad CRM data reshapes how sales teams plan, execu and forecast. This SWOT view and risk ladder show how decay compounds...
Thought leadership and insights from those on the frontlines of GTM

Bad CRM data reshapes how sales teams plan, execu and forecast. This SWOT view and risk ladder show how decay compounds...

The Revenue Operations Summit London proved RevOps is evolving toward engineered systems, AI-driven execution, and...

Most CRMs are quietly rotting. When you connect ChatGPT or any LLM to that dirty data, you do not get “smart...

Revenue is finally getting its ServiceNow moment. GTM Engine unifies data, automates accuracy, and becomes the system of...

Marketing finally grows up when automation reflects real buyer truth, unifies sales and marketing, and turns CRM data...

Matthew Volm, Rob Moseley, Courtney Sylvester, and Jared Barol unpack why CRM data models fail and how RevOps can...

Most CRM data is unusable, creating broken forecasts, burnout, and operational blind spots. Fixing CRM accuracy isn’t...

Modern GTM teams need a shared brain, not more tools to keep up with. The Common Customer Data Model unifies signals,...

GTM is shifting from campaign planning to continuous execution. The next growth frontier belongs to teams that turn...

The single customer view failed because it was static. The living customer record brings coherence, aligning who, where,...

Topo.io bridges RevOps and Marketing with AI SDRs that use real intent signals to deliver smarter, more human outbound...

The next CRM revolution isn’t about automation, it’s about understanding. The platforms that master context will own the...
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Automate Every Interaction for Revenue Growth
Every email, call, and calendar invite is auto-captured. No rep is left with data entry.
GTM parses intent, entities, and sentiment, turning noise into CRM-ready structured data.
Continuously updates sales qualification fields (e.g., MEDDICC, SPICE, etc.), stakeholder maps, and key dates in real time.
Objective health score + reasons, refreshed after every interaction.
Flags who's missing, which requirements are vague, and where momentum stalls.
Triggers nudges to reps with next-best actions and automates low-value work.
Risk-adjusted close dates roll up instantly for leadership accuracy. Closed-won/-lost feeds the model, tightening every loop for the next deal.
GTM Engine is a Pipeline Execution Platform that automatically analyzes unstructured customer interaction data (like calls, emails, CRM entries, chats) and turns it into structured insights and actions for Sales, Marketing, Customer Success, and Product teams.