-
The problem
The go-to-market team grew quickly from a handful of people to a spread-out team working mostly in Slack. Account data sat across several CRMs, Slack and spreadsheets, so it was hard to know the current state of an account, and people had to understand how to update Salesforce correctly just to keep dashboards accurate.
-
What they built
An internal tool that keeps one agreed-upon record for every account and contact, matching duplicates from different systems into a single entry. It has a dashboard that works like a lightweight CRM, with fit scores, industry, headcount, product information and the lists each company has appeared on. Teammates can enrich a person from a LinkedIn URL, email or name and title, find people at an account by seniority, and manage event and dinner invitations, with new sign-ups posted to Slack for approval. Over time an AI assistant connected to the same data replaced the dashboard as the main way people use it, answering questions such as which accounts to invite to the next dinner.
-
So what
Reps and marketers can enrich, look up stakeholders and check account history themselves, without waiting on an engineer. Everyone works from the same version of each account.
Under the hood
For GTM engineers
Deployed on Cloudflare. Data from every CRM and system is pushed to Snowflake, which is the source of truth the agents read from; results are written back to Salesforce. Identity resolution scores how likely two records are to match and merges them into single account and contact entities. An API exposes enrichment, account scoring, event creation and follow-up, and hygiene tasks, and reusable enrichment and stakeholder-lookup plays feed other flows. Event attendees sync live from the event platform with Slack notifications. The same capabilities are exposed through an MCP server, with sign-in handled by WorkOS, so teammates can use it from their own AI assistant alongside other tools such as Gong.
More examples
Other systems GTM engineers have built, or see all of them.
-
Modal Turned the black box behind Modal's account data into a console the team can use to see what's flowing, what's broken and why
Chris Prinz · GTM Engineer -
Attention Sent each new lead to the rep most likely to win it, based on deal history and shared background; win rates rose 30%
Jacob Fleisher · Head of Sales -
OpenAI Cut post-call admin to a quick review: Salesforce tasks, follow-up emails and internal Slack updates are drafted from the call
Bryant McCombs · Account Director
Hiring someone who can build like Jack?
We search for GTM engineers who have shipped systems like this one, and Joe speaks to every candidate before you do.