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Enterprise · Case Study

AI-assisted CRM workflow automation

Replaced spreadsheets and disconnected tools with a CRM and AI assistant for a B2B sales org.

7 months7 engineers, 1 PM, 1 designer, 1 AI engineerUS + EU, remote-first sales org
UI
AI-assisted CRM pipeline with copilot panel.
Response time
-64%
Qualified pipeline
+41%
Forecast accuracy
+28%
Adoption
98%

Problem

Sales teams jumping between CRM, spreadsheets and chat — losing deals to context loss and slow follow-ups.

Solution

Built a tailored CRM with deal automation, omnichannel timeline and an AI assistant for next-best-action and summaries.

Outcome

Cut response time by 64%, increased qualified pipeline by 41%, and improved forecast accuracy materially.

01

Context

A growing B2B sales organisation was losing deals to context loss. Reps were jumping between an aging CRM, spreadsheets, chat threads and shared docs — and the leadership team had no real picture of what was happening in the pipeline.

More tools were not the answer. Less, but smarter, was.

02

What we built

A tailored CRM with deal automation, an omnichannel customer timeline and an AI copilot that operates as part of the system — not as a separate chat box.

  • Pipeline & deal automation with stage-aware playbooks.
  • Omnichannel customer timeline (email, calls, meetings, in-app).
  • AI copilot with three modes — observe, suggest, act.
  • Forecast model with explainable confidence intervals.
  • Workflow studio for the team to build their own automations.
03

How we delivered

We worked deal-by-deal with the sales leadership for the first six weeks — modeling the way they actually run their business before building anything. The AI copilot started in observe-only mode for a month, then suggest-only, and only then was given action permissions — after passing a custom eval suite.

04

What changed in the business

Response time dropped 64%. Qualified pipeline grew 41% in the first quarter. Forecast accuracy improved measurably. And the leadership team — for the first time — had a CRM their reps actually used. 98% adoption inside the first two months.

Inside the product

A glimpse of the surfaces we shipped — designed for operators, customers and auditors.

UI
CRM pipeline with AI copilot panel.
Pipeline view with AI copilot — next-best-action, churn risk and meeting suggestions live in the same surface.
UI
Workflow builder powering the AI agents behind the CRM.
Workflow studio — the agents behind the copilot, configurable per team and per deal stage.
The AI in this CRM doesn’t feel like a feature. It feels like a teammate. That’s a very different bar — and Vedas hit it.
VP of Sales · B2B SaaS company
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