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ENTERPRISE-SALES KNOWLEDGE-GRAPH.

The BRAIN that powers successful agentic AI initiatives.

The BRAIN that powers successful agentic AI initiatives.

Spotlight.ai Platform

Inspection

guardrails

judgment

cost

INPUTS

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Emails

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Meetings

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Teams

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Zoom

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Google Meet

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Slack

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Notes

KNOWLEDGE - GRAPH BRAIN

Maps inputs into a unique semantic structure and de-constructs into 40M+ atomic AI-signals to make decisions

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AI OUTPUTS

RevOps Analytics & Learnings

RevOps Analytics & Learnings

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Winning & Losing Patterns

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People Analysis

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Velocity & Engagement

Value Sales Assets

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Sales Presentations

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Business Cases & BVAs

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Sales – CS Handoff

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CS Value Realization Decks

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QBR Decks

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Adaptive Value Discovery

Rev Leaders

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Qualification (MEDDICC)

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Deal Risks & Next Steps

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Deal Inspection & Forecast

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Contacts & Persona Mapping

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Email follow ups & CRM Entries

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Coaching On Account Strategies

Want to understand how the Knowledge Graph works? Deep dive into the three intelligence layers, MCP Server access, and why building your own doesn't cut it.

Spotlight.ai Knowledge Graph

Spotlight.ai Knowledge Graph

Data and structure is the ever-growth moat

LAYERED LEARNING

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Enterprise sales layer

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Industry knowledge layer

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Customer-specific playbook & interactions

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Winning and losing patters

Perfecting signals across all customers, industries and privately per-customer

UNIQUE ENTERPRISE
VALUE-SALES STRUCTURE

Semantic structure of pre-learned entities & relations for enterprise sales driven by $8B managed & hundreds of sales leaders, CROs

DE-CONSTRUCTION OF COMPLEX CONCEPTS

Complex concepts broken down to millions of atomic AI-signals that are matched, scored and roll back up to decisions.

Total of over 40M+ signals and growing.

(Example: over 210K contacts qualified for deal champion matching over 5M signals to date)

Hybrid Consumption Model

Spotlight.ai Knowledge Graph Brain (Platform)

Critical Infrastructure for Agentic AI Initiatives

Critical Infrastructure for Agentic AI Initiatives

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MCP Server Access to the Knowledge Graph
Agentic tools access through MCP,  optimized for client cost and performance

Full Agentic Platform Out-Of-The-Box

Full Agentic Platform Out- Of-The-Box

RevOps
Analytics

Value
Intelligence

MEDDPICC
Deal Intelligence

Pre-built, specialized AI agents for end-to-end revenue operations. Embedded into existing workflows and tech-stack

The criticality of the knowledge graph

The criticality of the knowledge graph

AI agents are as good as the semantic structure they are built on

LLM Accuracy & Hallucinations

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Large number of questions + many unstructured sources (transcripts, emails, WWW) + complex concepts drive severe accuracy issues. No practical way to validate the outputs at scale.

LLM Predictability and Consistency

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LLM outputs are inconsistent and may require numerous iterations — which is an adoption killer for sales teams.

Lack of Knowledge of the Specific History

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Every industry, organization and deal has historic context that impact decisions. Ignoring that is like hiring a college student.

No Feedback and Learning Mechanism

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LLMs don't analyze and incorporate learnings automatically so there is no ongoing improvement mechanism.

Controlling the Cost

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Cascading agents drive out of control tokens cost. While insufficient at a small scale, any deployment at scale must take cost into consideration.

See how the Knowledge Graph makes agents trustworthy. The KG & MCP page covers longitudinal deal memory, evidence quality scoring, and methodology enforcement.

Other Conversational Tools Have Common Limitation

Arming sales teams & Champions is Consuming

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Identifies and qualifies champions and other stakeholders.

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Advances deals’ activities, stages and qualification (e.g. MEDDIC).

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Adaptively guides the discovery in each situation.

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Differentiates and presents value for each opportunity.

They Generate Texts

The Value experts’ bottleneck

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Captures structured-data and new leading indicators.

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Full data consistency and hygiene across the entire pipeline.

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Analyzes your pipeline, people, process and winning patterns.

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Reduces friction and distractions for sales teams and leaders.

Endless Human Inspection & Action

Disparaged worksheet and slides do not scale

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Fact-checks and validates the status of each deal based on evidence.

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Predicts and guides reps in mitigating material risks in every opportunity.

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Focuses reps on critical next steps to win the deal.

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Bottom-up, metric-driven forecast.

Static tools break at scale

What We Do

Model-Based Guided Intelligence - Built To Be Autonomous

Live / recorded conversation

Live / recorded conversation
Autonomous Execution

Automatically connects calls to opportunities based on participants names and email

Unstructured Layer

Unstructured Layer

Signals

Figures

Questions

Answers

Names

Roles

Data Transferred both ways

Automatically breaks anything into numerous atomic signals, guiding the Language Model to look for the specific atomic signals

Structured Data
& Evidence Layer

Structured Data & Evidence Layer

Metrics

Contacts

Evidence

Structured Answers

Customer Voice

Data Transferred both ways

Captures atomic signals as structured data along with the actual customer words as evidence

Model Layer

Model Layer

Activities

Questions

Data Transferred both ways

Using additional AI layers to accumulate the structured data into a model of the big picture,  with its rich context and nuances

Logic Layer

Logic Layer

Winning Patterns

Deal Logic

Qualifiers

Business Case Logic

Data goes to Results

Applies additional layers of logic to qualify, identify gaps, drive automated action, guide reps and generate optimized assets.

Spotlight Outcomes

Spotlight Outcomes

MEDDICC Status

Deal Scores

Discovery Guidance

Customized Assets

Proactive Follow-up

Contacts

Uses additional AI layers on the structured data to uncover the winning patterns and constantly improve its decisions and outputs, driving ever increasing productivity and predictability. 

Meet Your Elite Agent Squad:

AI Specialists Working 24/7

Each agent has a unique personality and expertise - together they automate your entire revenue operation .

Analytics Agent

Group 1000005636

Real-time dashboards & adoption insights. Measures impact, usage, forecast accuracy, rep performance, and ROI.

Research Agent

Group 1000005636 (2)

Account intelligence: news, M&A,
org moves, competitor signals, benchmarks. Connects external data with internal opportunity context.

Inspection Agent

Group 1000005636 (1)

Autonomous deal inspection & bottom-up forecasting. Highlights fact vs. opinion, slippage risk, and win/loss patterns.

Mask group (1)

Discovery Agent

Group 1000005636

Captures every conversation: calls, emails, Slack, meetings.
Extracts signals, risks, and actions — privacy-aware and channel-agnostic.

Debrief Agent

Group 1000005636 (2)

Autonomously creates summaries, follow-ups, and next-step mentoring.
Updates CRM with outcomes and prep for next meetings.

Qualification Agent

Group 1000005636 (1)

Deep MEDDPICC deal evaluation.
Scores Champions, Economic Buyers, metrics, and risk factors.

Powerful, Vigilant
and Easy to Use

Built for Enterprise-Grade Security

SOC 2 ready. SSO enabled. Fully encrypted. Spotlight runs inside your CRM—so your data stays safe, compliant, and under control.

See the Tech Behind the Results

Experience Spotlight through interactive demos.

No fluff — just real tech solving real problems.

Goodbye gut-feel Hello grounded reality

Spotlight analyzes real activity across calls, emails, and CRM to expose what’s actually happening in a deal — not just what the rep says.

Uncover hidden risk early (like ghosting or missing power).

Replace anecdotal deal reviews with observable data.

Give managers and reps a shared, objective truth.

Your calls, automatically turned into clarity

No more messy notes or misaligned handoffs. After every sales meeting, Spotlight delivers:

Instant call summaries with context and nuance.

Actionable next steps and AI-detected deal signals.

A structured, searchable record that’s always up to date.

Quantified value Differentiated impact

Spotlight guides reps to document business pain, connect it to value drivers, and quantify the outcomes.

Frame deals in the buyer’s language — not just features.

Align messaging across every stakeholder and stage.

Strengthen negotiation with data-backed ROI.

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Sales Isn’t Just Broken—It’s Outdated

Everyone else is trying to help you better qualify and inspect.

Spotlight.ai fully does it for you.

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