Customer Success Platform for AI Infrastructure

Your Accounts Are Telling
You Everything.
You're Hearing Almost None of It.

GPU utilization is dropping at three accounts. A champion went silent two weeks ago. A competitor just started a POC at your biggest renewal. Your CS team finds out at the QBR — eight weeks too late.

CS Pulse listens to every operational signal across every account — and turns them into actions, playbooks, and revenue outcomes. Purpose-built for AI chip companies, server OEMs, and data center infrastructure.

CONTEXT GRAPH ENGINE
REVENUE INTELLIGENCE
CUSTOMER SUCCESS
🧬
AI Chip Cos
Segment
🖥️
Server OEMs
Segment
🏭
Data Centers
Segment
☁️
Cloud Infra
Segment
AI Infrastructure
Segment
🌐
Colocation
Segment
Customer Success Platform
Purpose-built for AI infrastructure. Signal-driven. Revenue-connected.
38
KPIs Across 5 Pillars
5
Automated Playbooks
21
Claude MCP Tools
8
Revenue Story Arcs
6
Industry Verticals
Built for Your Vertical

Every Vertical Has
Different Priorities

AI chip companies watch GPU utilization. Server OEMs obsess over deployment velocity. Data centers track capacity trajectory. CS Pulse adapts its health model to your vertical — and recalibrates monthly from your actual outcomes.

🧬
AI Chip Cos
GPU workload adoption drives expansion
GPU UtilizationTraining ThroughputInference Latency
🖥️
Server OEMs
Deployment speed determines stickiness
Time-to-First-WorkloadRMA RateConfig Accuracy
🏭
Data Centers
Capacity trajectory predicts growth
PUEThermal ScoreCapacity Utilization Trend
☁️
Cloud Infra
Consumption patterns reveal intent
UptimeCompute Hour TrendsWorkload Diversity
AI Infrastructure
Workload performance signals expansion timing
GPU Memory EfficiencyBatch ThroughputTraining Completion
🌐
Colocation
Partner channel health = revenue health
Partner EngagementCo-selling PipelineQBR Frequency
Pillar weights, KPI thresholds, and playbook triggers calibrated per vertical. Recalibrates monthly from your churn and expansion data.
Zero Friction Onboarding

Go Live With 5 KPIs.
Build Out as You Learn.

No rip-and-replace. No 6-month implementation. Pick the KPIs that matter most to your team today. Enable more pillars as you mature. The platform works with what you give it — and gets smarter over time.

Team onboarding
🎯

Start Where You Are

Pick 5 KPIs — say GPU Utilization, RMA Rate, Capacity Trend, Partner Engagement, Deployment Cycle Time. Enable just those pillars. Disable the rest. Your health model works immediately with whatever you have.

🔧

Flexible by Design

Pillar names, KPI labels, and weights are all configurable per customer. The KPI catalog has extension slots — add custom metrics as your team matures. Rename pillars to match your internal language.

🤖

MCP Tools Pull Your Data

If your data lives in backend systems, CS Pulse’s 21 MCP tools let Claude pull directly from Salesforce, ServiceNow, or your telemetry APIs. No ETL project. Ask Claude to fetch the data, and it does.

Pre-Packaged n8n Workflows

Prefer a UI? Drag-and-drop n8n workflows connect Google Sheets, Jira, Slack, and more to CS Pulse. Upload a CSV today; automate the flow tomorrow. No engineering team required.

📡

Full REST API

For API-first teams: schema-validated CSV upload, automated customer provisioning, and onboarding automation. One API call provisions a complete customer environment end-to-end.

📈

Weights Self-Optimize

Start with default weights. After 90 days of data, Wizard C recalibrates pillar and KPI weights from your actual expansion and churn outcomes. The model gets smarter as you add data — not before.

Channel & Partner Ecosystem

One Platform.
Your Whole Ecosystem.

Your VARs, SIs, and channel partners manage your accounts in spreadsheets. They don't see account health. You don't see their activities. QBRs happen in a black box. Co-selling opportunities are discovered by accident.

Partner collaboration
🤖

Share MCP Servers, Not Training

Partners connect to your CS Pulse MCP server through Claude. They ask questions in natural language: “Which accounts are at risk?” “What’s the expansion pipeline?” No training manuals. No new UI. Claude is the interface.

👁️

Partner-Grade Visibility

Partners see their accounts’ health scores, pillar breakdowns, and recommended actions — scoped to their portfolio. They don’t see your other customers or raw data. They see the intelligence layer.

📊

Channel Health as a First-Class Pillar

P4 (Channel & Partner Health) tracks Partner Engagement, VAR Performance, Joint QBR Frequency, Co-selling Opportunities, and Partner NPS. It’s 15% of the health model because channel dysfunction is a leading churn indicator.

🔄

Cohesive Operating Rhythm

When CS Pulse detects a VAR inactive for 30+ days, it triggers the right playbook, assigns the CSM, and loops the partner into the recovery plan. Internal and external teams operate from the same intelligence.

The Daily Operating Rhythm

From Signal to Action
In Hours, Not Quarters

This isn't a dashboard you check once a quarter. It's a daily operating system for your CS team — watching signals, detecting patterns, triggering playbooks, and proving outcomes.

01
📡

Watch

38 KPIs across 5 pillars, monitored continuously for every account. Not vanity metrics — signals with proven correlation to expansion (0.92 for capacity trajectory) and churn.

02
🔍

Detect

When signals converge, CS Pulse recognizes the pattern. GPU utilization drops + champion disengages + QBR skipped isn’t three yellow flags — it’s the Silent Churn arc, and the platform has seen this before.

03
🎯

Act

The right playbook fires automatically. SLA Stabilizer for support crises. Expansion Timing for growth-ready accounts. Your CSM’s top-10 daily actions arrive prioritized by dollar impact with named ownership.

04
📊

Prove

Every intervention builds a causal record: what signal triggered it, what action was taken, what revenue was protected or expanded. Not a dashboard — a body of evidence for the CFO.

5 Automated Playbooks — Trigger-Based, CSM-Owned
30d
VoC Sprint
Trigger: NPS < 10, CSAT < 3.6, churn risk ≥ 30%
Voice-of-customer deep dive → NPS recovery + feedback loop
30d
Activation Blitz
Trigger: Adoption < 60%, active users < 50%, feature adoption < 40%
Onboarding acceleration → product activation + TTFV improvement
14–21d
SLA Stabilizer
Trigger: >5 SLA breaches/month, response time > 2x target
Emergency SLA recovery → MTTR reduction + escalation containment
90d
Renewal Safeguard
Trigger: Health < 70, renewal < 90 days, champion at risk
Proactive renewal defense → NRR/GRR protection + engagement recovery
60–90d
Expansion Timing
Trigger: Health > 80, adoption > 85%, usage > 80% license
Expansion opportunity capture → upsell pipeline + NRR growth
Context Graph + What-If Analysis

Every Account Has a
Causal Chain.
Now You Can See It.

Every signal, decision, and outcome in an account is connected in a graph. Not a timeline — a causal model. Walk upstream to find root causes. Walk downstream to see revenue impact. Run what-if scenarios to justify intervention.

Signal
GPU utilization drops below 60% for 14 days
Decision
CSM triggers SLA Stabilizer playbook + QBR
Outcome
Workload restored, $2.4M expansion pipeline reopened
Context Graph Explorer — Signal to Decision to Outcome causal chains
💰
Power-of-1
What’s a 1% NRR improvement worth? Connected to specific KPIs you can move.
🔄
What-If
If GPU util drops 8%, what’s downstream? Walk the graph to see the revenue fork.
📊
ROI Stories
Per-account narrative: what happened, what we did, what it saved. Board-ready.
🔍
2-Hop Traversal
Upstream causes & downstream effects. Full impact neighborhood per node.
Compounding Improvement Cadence
Power-of-1: what 1 point/month means over 12 months
Period
Signal
Outcome
Month 1
Baseline set
Ref: 72 avg health
Month 2
+1pt / account
73 → stabilizing
Month 4
Compounding
75–76 avg
Month 6
Momentum builds
78–79 avg
Month 12
~12.7% compounded
82 avg · ARR protected
How CS Pulse Justifies Itself
Revenue protected
Context graph detects compound risk 16 weeks early
Expansion accelerated
Capacity trajectory signals timed to budget windows
CS investment justified
Every intervention has a causal record + dollar outcome
Board-ready proof
ROI stories per account with historical evidence + forward projection
What Makes CS Pulse Different

8 Revenue Narratives.
Battle-Tested.

Every account eventually follows one of these patterns. CS Pulse recognizes which story your account is living — and knows how it ends if you don't act.

Silent Churn

$3.2M

Account scores 78 — “Healthy.” But the champion went quiet, a QBR was skipped, and a competitor POC is running. Traditional tools miss it because the number is green.

CS Pulse Outcome
CS Pulse detects compound signal convergence 16 weeks before churn. Executive intervention saves the full $3.2M.
Full ARR retained

Land & Expand

$1.2M → $4.8M

New customer lands at $1.2M for one rack. The platform tracks adoption velocity across three deployment phases and identifies expansion windows before the customer even budgets for them.

CS Pulse Outcome
Three expansion waves in 12 months. ARR reaches 4x the land — timed to capacity trajectory signals, not gut feel.
4x land value

Crisis Recovery

$4.8M

Catastrophic cooling failure at a top-tier account. 40% of GPU nodes offline. The traditional response: war room, finger-pointing, 6-week recovery.

CS Pulse Outcome
CS Pulse fires the SLA Stabilizer playbook within hours. Full recovery sequence orchestrated with named owners, escalation routing, and daily progress tracking.
2,495% ROI on intervention
Plus 5 more arcs: Expansion Champion · Competitive Displacement · Stalled Deployment · Seasonal Surge · Executive Sponsor Change
Each arc targets a specific buyer persona: CRO (expansion & defense) · CFO (cost avoidance & risk) · CEO (relationship resilience)
Data Governance & Security

Enterprise-Grade
by Default

Not by upgrade tier, not by add-on. Every customer gets full data isolation, audit logging, and schema validation from day one.

Security infrastructure
🔒

Multi-Tenant Isolation

Live

Every customer gets a UUID-isolated environment. Independent PostgreSQL schemas. Separate Qdrant vector collections. Not row-level filtering — actual data separation.

📏

KPI Range Filters

Live

Configurable thresholds and valid ranges per KPI prevent garbage data from corrupting health scores. Out-of-range measurements are flagged, not silently ingested.

📝

Activity Logging

Live

Every API call, data upload, configuration change, and user action is logged with timestamps, user identity, and resource context. Full audit trail.

🛡️

Secure File Handling

Live

Uploaded CSVs go through schema validation, directory isolation, and cleanup policies. No arbitrary file access across customer boundaries.

👥

Role-Based Access Control

Coming Soon

User-level permissions scoping what each team member can view, edit, and configure. CSMs see their accounts. Managers see the portfolio. Partners see their slice.

🔐

Session Security

Live

Authentication via Flask-Login with session management, inactive account detection, and automatic session expiry. Activity timestamps on every request.

Under the Hood

Full-Stack
Platform Capabilities

For the technical buyer: context graph causal chains, Power-of-1 revenue modeling, Claude MCP integration, and a self-optimizing weight pipeline. The full post-sale intelligence lifecycle.

🧠
Revenue Intel

Context Graph Intelligence

Signal → Decision → Outcome causal chains across every account. 8 story arcs map real revenue narratives — from silent churn to expansion champion.

🤖
AI Integration

21 MCP Tools via Claude

Account health, revenue at risk, causal chains, ROI stories, CSM actions — all queryable through natural language. Claude becomes your revenue intelligence analyst.

💰
Revenue Intel

Power-of-1 Revenue Model

Calculate the revenue impact of a 1% improvement in any business metric — NRR, GRR, expansion rate, TTFV. Connects operational KPIs to dollar outcomes.

📈
Revenue Intel

ROI Engine & Portfolio Story

Historical proof of value delivered + forward projections + bridging narrative. Per-account and portfolio-level ROI stories with trajectory assessment.

🔍
Agentic AI

Signal Analyst Agent

AI agent combining 38 KPIs from PostgreSQL with qualitative signals from Qdrant into health recommendations with early-warning flags.

🎯
Automation

Playbook Orchestration

5 trigger-based playbooks with severity routing. VoC Sprint, Activation Blitz, SLA Stabilizer, Renewal Safeguard, Expansion Timing — each with named CSM owner.

⚙️
ML Pipeline

Wizard A / B / C Pipeline

Journey Generator, Pattern Analyzer, and Weight Optimizer run on onboarding and monthly recalibration. Weights converge to your actual outcomes.

🏢
Enterprise

Multi-Tenant Architecture

UUID-based fully isolated customer environments. Independent Qdrant collections and PostgreSQL schemas. Zero cross-tenant data exposure.

38 KPIs · 5 Pillars

Health Score Architecture

P1
Deployment Velocity
Weight: 15% · 8 KPIs · Recalibrates monthly
Weights are starting points. After 90 days of data, Wizard C learns the optimal weight for your portfolio from actual expansion and churn outcomes.
K1
Time-to-First-Workload
K2
Installation Completion Rate
K3
Configuration Accuracy
K4
Deployment Cycle Time
K5
Hardware Commissioning Time
K6
Network Readiness Score
K7
Deployment Team Velocity
K8
Documentation Completeness
Portfolio Health Score Composition
P1 15%
P2 20%
P3 25%
P4 15%
P5 25%
Claude Integration

21 MCP Tools — Ask Claude Anything

Account Health
get_account_health
Pillar breakdown, KPI scores, health classification
Revenue at Risk
get_revenue_at_risk
Protected, at-risk, expansion, lost revenue breakdown
Causal Chains
get_causal_chain
Signal → Decision → Outcome traversal
CSM Daily Actions
get_csm_daily_actions
Top-10 prioritized actions with dollar impact
ROI Story
get_outcome_roi_story
Historical proof + forward projection narrative
Power-of-1
calculate_power_of_1
Revenue impact of 1% metric improvement
Portfolio ROI
get_portfolio_roi_summary
Complete portfolio ROI with trajectory assessment
Playbook Recs
get_playbook_recommendations
Health-based playbook recommendations
End-to-End Pipeline

Raw Data to Revenue Intelligence

01

Ingest & Provision

Upload 15 CSV types or connect via Claude MCP. API validates schema, loads PostgreSQL, builds Qdrant embeddings, ingests context graph.

02

Context Graph Build

9 CSV types map Signal → Decision → Outcome chains per account. Stakeholders, events, decisions, and outcomes connected causally.

03

Wizard A — Journey Generator

Transforms raw data into 12-month account journey timelines with health arcs, milestones, and phase transitions.

04

Wizard B — Pattern Analyzer

Detects expansion, churn, and recovery trajectories. Maps to 8 story arcs. Auto-generates early warning rules.

05

Wizard C — Weight Optimizer

Learns which KPIs predict outcomes in your data. L1/L2 weights recalibrate monthly from actual results.

06

Revenue Intelligence

Power-of-1 modeling, ROI stories, portfolio revenue at risk, and CSM daily actions. Monthly cadence, full explainability.

LIVE PREVIEW

Customer Success Dashboard

CS Pulse · Customer Success Dashboard
LIVE
Portfolio Health
76.4
+2.1 ↑
Revenue at Risk
$1.2M
2 accounts
Expansion Ready
3 accts
P5 > 80
Power-of-1
$340K
per 1% NRR
Account Intelligence
CloudScale AI Labs
GPU util 94% → expansion ready
88
Healthy
Nexus Research Inst.
VAR inactive 38 days
62
At-Risk
Vertex HPC Systems
Capacity trajectory +12% MoM
91
Healthy
DataForge Inc.
SLA Stabilizer active
42
Critical
OmniCloud Solutions
QBR scheduled → upsell pipeline
74
Healthy
About AuctusAI

Built by a
Practitioner,
Not a Lab

Founded by Manoj Gupta — 25 years of enterprise technology leadership across Oracle, IBM, Accenture, and DXC. CS Pulse was built from direct experience in the gap between dashboards that look good and intelligence that actually prevents churn and drives expansion.

🏢
Oracle
VP Product Engineering · 10 yrs · Fusion ERP, 5,000+ customers
🔵
IBM
Partner · Cloud Innovation · $140M P&L · 700-person team
🟣
Accenture
Senior Manager · Cloud Advisory · 4 years
⚙️
DXC Technology
Senior Managing Partner · $10M+ enterprise deals
Enterprise leadership
auctus
Latin: "increased · augmented · grown"
"Augmented Intelligence for Revenue Growth"
Customer success intelligence that turns operational signals into revenue outcomes.
Get Started

See Your Accounts
Through CS Pulse

Bring your data or use ours. Account health scoring, expansion readiness analysis, and revenue intelligence in 2 weeks. No rip-and-replace. No commitment.

🔬
Live Platform Demo
See the dashboard, context graph, and revenue intelligence in action with your vertical’s data.
📊
Revenue Intel Pilot
Bring your data. Start with 5 KPIs. Full health scoring + expansion analysis in 2 weeks.
Contact Us Visit auctusai.ai