Case study
2026AIAI call conversion engine
Sales calls were happening at volume, but almost nothing said on them shaped what happened next. We built an engine that listens to every call, scores intent the moment it ends, and puts the hottest leads back in front of reps before they cool.
- Client
- B2B sales & lead-gen teams
- Timeline
- 6 months
- Services
- AI engineering · Sales automation
- Platform
- Web dashboard, CRM, Claude & ChatGPT

The problem
Reps worked leads by instinct and memory. Follow-ups came late, and nobody could tell a warm lead from a cold one until it was too late.
One call, start to finish
What happens after the call ends
One call, start to finish
What happens after the call endsEvery call is captured.
Inbound and outbound sales calls are recorded and routed through one intelligent call system. Nothing depends on a rep remembering to take notes.
The AI hears what matters.
Each conversation is analysed for intent, objections and buying signals, in real time.
We're comparing two vendors. Budget is approved for this quarter, but the price feels a little high right now.
sample conversationnegativepositiveLeads rank themselves.
Reps stop working a flat call list. They see who is hot, who needs nurturing, and why.
- Ananya M. · budget setHot · 92
- James C. · wants a demoHot · 84
- Rohan K. · objection: priceWarm · 67
- David N. · researchingCold · 31
The CRM updates itself.
The moment a call ends, the score, notes and next step land in the CRM and the follow-up is booked in the calendar.
- 1Call ends
- 2Intent scored
- 3CRM updated
- 4Follow-up booked
And it answers questions.
Through MCP the same call intelligence is available inside Claude, and ChatGPT-powered assistants handle first-touch conversations.
“Which leads should I call first today?”
●Under the hood
Listen, score, act
Sales calls
Every inbound and outbound call is captured and recorded by one call system.
solves → Call recordings sat apart from daily work.
↺ Every outcome sharpens the next score
What we did
Six months from idea to production
One team across AI, integrations and product design, delivered end to end as a 6-month engagement.
AI engineering
Call analysis and intent scoring tuned to how this team actually sells.
Integrations
CRM, calendar and lead-routing tools connected so data moves on its own.
Product design
A dashboard reps and managers can read in seconds.
Conversational AI
MCP access for Claude and ChatGPT-powered first-touch assistants.
Discover
Mapped the sales process, the CRM setup and where leads were being lost.
- sales process audit
- data mapping
Design
Defined the scoring signals and designed the dashboard around daily rep decisions.
- scoring model
- dashboard UX
Build
Built the call system, the analysis engine and the CRM, calendar and routing integrations.
- call system
- AI analysis
- integrations
Connect
Exposed call intelligence through MCP for Claude and launched ChatGPT-powered assistants.
- MCP
- chat assistants
Launch and learn
month 6
Shipped as a production-ready system and tracked conversion as it climbed.
- production rollout
- conversion tracking
Built with
The stack behind it
No new habits
Reps kept their sales method. Only the speed of follow-up changed.
Data moves itself
CRM and calendar update the moment a call ends.
Ask, don’t dig
Managers can ask questions in plain language instead of building reports.
Scroll to switch the system on
Calls ended. Signals disappeared.
- ✕Reps couldn't tell a high-intent prospect from a low-intent one after the call.
- ✕Follow-up timing depended on memory, not on what was said.
- ✕Call recordings lived apart from the CRM reps used every day.
- ✕No shared view of conversion across the sales team.
Every call drives the next step.
- ✓Reps see intent-scored leads instead of a flat call list.
- ✓CRM and calendar update automatically the moment a call ends.
- ✓Hot leads are routed back before they cool.
- ✓One dashboard shows leads, conversion and rep performance.
The product
One dashboard for the whole sales team

Impact
What changed for the sales team
Conversion doubled without reps changing how they sell. Only follow-up speed changed.
Hot leads now reach the right rep while they are still warm.
Managers get answers from Claude and the dashboard instead of digging through recordings.
Could this work for you?
Built for any team that sells on the phone
SaaS & B2B sales
Demo calls, discovery calls and renewals.
Real estate
Buyer enquiries and site-visit follow-ups.
Education & admissions
Counselling calls and enrolment follow-ups.
Insurance & finance
Advisor calls and policy enquiries.
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