All work

AI · Revenue Intelligence · Automation

AI Revenue Operations Command Center

An interactive revenue-operations product on a synthetic-but-coherent commercial dataset: it scores opportunities with an interpretable model, forecasts weighted pipeline, retrieves grounded account intelligence locally, and recommends next-best actions traceable to the data. It runs live on this page.

Domain
Revenue operations / commercial AI
Role
Data modeling, analytics engine, retrieval, product engineering
Stack
TypeScript · React · deterministic analytics · local retrieval

Context

Commercial teams sit on scattered CRM data, accounts, opportunities, activities, and notes, that rarely combine into a prioritized view of what to do next.

Problem

The goal was to move from raw commercial data to prioritized action: score opportunities transparently, forecast the pipeline, surface grounded account context, and recommend next steps a rep can trust because each cites its evidence.

Architecture

Synthetic CRM modelAccounts, opportunities, activities, notes (seeded, reproducible)
Feature engineeringStage, recency, engagement trend, deal age and size
Opportunity scoringInterpretable win-likelihood with visible contributing factors
Pipeline forecastValue weighted by stage win-probability
Account intelligenceLocal retrieval and a deterministic grounded summary
Next-best-action engineRules with cited evidence, priority-ranked

Engineering

  • Seeded, reproducible synthetic dataset (accounts, opportunities, activities), clearly labeled demonstration data, not real customers
  • Interpretable opportunity scoring that exposes every contributing factor, no black-box score
  • Weighted pipeline forecast using per-stage win probabilities
  • Local retrieval plus deterministic grounded account summaries; no external LLM is claimed or required
  • Rules-based next-best-action engine where every recommendation cites the data that triggered it
  • A live, interactive command-center UI running entirely client-side

Outcome

A working command center you can use on this page: select an account for grounded intelligence, inspect scored opportunities, read the weighted forecast, and act on prioritized recommendations. It shows the path from commercial data to decision, honestly, without pretending an LLM is running.

Live application

Try the command center

Synthetic demonstration data · runs locally, no external LLM

€882.1KWeighted forecast
€1.7MOpen pipeline
18Open opportunities
€605KClosed won

Opportunity intelligence

Ranked by an interpretable win-likelihood score.

Nordwind LogisticsNegotiation · €158K · Analytics Cloud
63 · Medium
Helios Retail GroupNegotiation · €228K · AI Agents
59 · Medium
Blauwater EnergyNegotiation · €43K · Automation Suite
55 · Medium
Meridian FreightNegotiation · €27K · Data Platform
52 · Medium
Drakon IndustrialProposal · €190K · Analytics Cloud
50 · Medium
Drakon IndustrialNegotiation · €43K · Data Platform
49 · Medium
Blauwater EnergyProposal · €165K · AI Agents
48 · Medium
Voltaic MobilityNegotiation · €50K · Analytics Cloud
42 · Medium
Prospect
3
Qualify
3
Proposal
3
Negotiation
9
Won
3
Lost
8

Account intelligence

Nordwind Logistics (Food & Bev, UK & Ireland, ~4,016 employees), owned by M. Chen. 1 open opportunity worth €158k, weighted forecast €111k. Best-positioned: "Nordwind — Data Platform" (Negotiation, score 63, medium likelihood). Most recent activity: call 6d ago — Quick check-in; timeline slipping slightly.

Nordwind — Data PlatformNegotiation · €158K
63
Nordwind — Data PlatformWon · €239K
72
Nordwind — Analytics CloudLost · €48K
2
call6dQuick check-in; timeline slipping slightly.
demo14dProduct demo well received by end users.
email35dShared case study; positive initial response.
call43dQuick check-in; timeline slipping slightly.
meeting44dStakeholder alignment; new decision-maker introduced.

Next-best actions

Rules-based; each recommendation cites the data that triggered it.

99
Prioritize high-value deal near closeHelios Retail Group: €228k in Negotiation, 11d since last activity.
90
Prioritize high-value deal near closeNordwind Logistics: €158k in Negotiation, 16d since last activity.
84
Prioritize high-value deal near closeKestrel Robotics: €112k in Negotiation, 18d since last activity.
80
Re-engage stalled opportunityCorvus Fintech: no activity for 40 days on an open Qualify deal.
78
Re-engage stalled opportunityBlauwater Energy: no activity for 38 days on an open Proposal deal.
70
Engagement falling — contact a key stakeholderBlauwater Energy: engagement trend is negative in Proposal.
70
Engagement falling — contact a key stakeholderKestrel Robotics: engagement trend is negative in Negotiation.
70
Re-engage stalled opportunityVoltaic Mobility: no activity for 30 days on an open Negotiation deal.

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