
THE SWELL PLATFORM
The system behind customer growth
Swell unifies every customer signal, understands what’s happening and why, and takes action, so your team can scale growth without scaling headcount.
Built for accuracy
Works with your stack
Designed to act
Explainable by default
HOW IT WORKS
Build trust first. Then act.
Swell is designed around a single principle: accuracy before action. AI without trusted data creates risk. Swell builds a reliable foundation first, then deploys agents on top.
01

Data Refinery
Raw customer data from every connected system, processed into a clean, reliable foundation.
Noise filtering & deduplication
Gap filling & normalization
Signal categorization
PII detection & handling
Context extraction
02

Knowledge Graph
A connected, real-time view of every customer, the brain that houses all institutional knowledge.
People, products & interactions
Decisions & outcomes linked
Real-time health modeling
Contextual reasoning layer
Explainable "why" answers
03

Agent Execution
Agents use the Knowledge Graph as their map, enabling them to act with accuracy, depth, and confidence.
12 purpose-built agents
Task delegation & tracking
CRM auto-logging
Multi-step workflows
Human-in-the-loop
04

Learn & Optimize
The entire system continuously evolves, learning from every interaction and outcome.
Noise filtering & deduplication
Gap filling & normalization
Signal categorization
PII detection & handling
Context extraction
CUSTOMER KNOWLEDGE GRAPH
The intelligence layer your customer base has never had
The Knowledge Graph doesn’t just aggregate data, it builds a connected model of every account, linking people, products, interactions, decisions, and outcomes into a living system that understands context and explains reasoning.
Knows what's happening
Real-time health, usage, engagement, and support signals
Explains why it's happening
Connects signals to root causes—not just alerts
Knows what to do next
Powers every recommendation and action
CUSTOMER KNOWLEDGE GRAPH
Acme Corp
Health: At risk · Renewal: 12d
CRM · $120k ARR
Usage down 40%
Champion silent 3w
No QBR scheduled
Email: tone shift
New exec joined

CUSTOMER AGENTS
Agents for every stage of the customer journey
Pre-trained. Context-aware. Continuously improving.

Built for accuracy
Post-sales handoff
Automatically structures and de-risks the transition from Sales to CS, so nothing gets lost between teams.
Implementation & setup
Reduces PM overhead during onboarding by tracking every moving part automatically.

Strategy
Success planning
Drafts structured, measurable success plans aligned to the goals sold, not generic templates.

Adoption
Activation & time-to-value
Detects setup gaps and drives users toward first value faster, no manual nudging required.
Training & enablement
Reduces manual training burden with role-specific paths and an always-on AI product copilot.

Risk & Productivity
Customer health
Proactive churn prevention, surfaces risk signals before they become renewal problems.
Meeting intelligence
Removes manual prep and follow-up from every customer interaction.
Exec business review
Eliminates manual QBR deck building, from data pull to presentation, fully automated.

Growth
Renewal management
Removes surprises from renewals by triggering workflows at 120 days and tracking every signal.
Expansion opportunity
Detects growth signals automatically — before your CSMs even know to look.between teams.
Advocacy & community
Turns your happiest customers into a growth engine, identified, engaged, and activated automatically.

Relationships
Stakeholder intelligence
Maintains multi-threading automatically, tracks who’s who, who’s changed, and when to reach out.
WHAT SWELL ENABLES
What teams can do with Swell
Walk into every meeting fully briefed
Catch churn risk before it surfaces
Automate onboarding and follow-through
Generate QBRs and renewal plans instantly
Identify expansion opportunities automatically

1 CSM
150–300
30–50
Accounts
Accounts
INTEGRATIONS
Works with the tools you already use
No rip-and-replace. No data prep. Connect once and go.
CRM
Salesforce
HubSpot
Pipedrive
Dynamics
+ more
COMMUNICATION
Gmail
Outlook
Slack
Teams
+ more
SUPPORT
Zendesk
Intercom
Freshdesk
+ more
CRM
Jira
Confluence
Linear
Employees
+ more
SWELL VS CLAUDE
A frontier model isn't a customer team product
Claude gives us best-in-class reasoning, writing, and tool use. Swell turns that into a product your team can actually run on — with customer data, workflows, and context already in place.
WHAT CLAUDE PROVIDES
Frontier reasoning & language
State-of-the-art thinking, writing, and tool use from Anthropic's best models.
Foundation model
General-purpose API
A powerful model endpoint. Swell brings the data, the schema, and the plumbing.
Bring your own data
Agent primitives
Tool use, planning, and multi-step reasoning — the raw ingredients of an agent.
Workflow-ready
Model-level safety
Anthropic's safety research and model-side guardrails.
Model layer only
WHAT SWELL ADDS ON TOP
Customer context to reason over
A real-time knowledge graph of every account, so Claude's reasoning is grounded in your customers — not generic answers.
Grounded by default
Unified customer data layer
Connect once. Swell ingests, cleans, and structures signals from CRM, product, support, and comms automatically.
Ready on day one
Pre-built agents & workflows
Agents that already know how to run onboarding, QBRs, renewals, churn reviews, and more.
Ready to run
Enterprise-grade security
Data protection, access controls, and compliance across the full customer data layer — not just the model call.
Handled continuously
TRUST & SECURITY
Built for high-stakes customer relationships
SOC 2 in progress
PII detection and data isolation
Explainable AI with full audit trail
Human-in-the-loop controls


“Swell cut our pre-meeting prep from 45 minutes to under 5.”
Kirsten Helvey VP Customer Success
Fewer surprises.
Faster decisions.
More time for the conversations that matter.
"Swell cut our pre-meeting prep from 45 minutes to under 5. Our CSMs finally feel like they know what's actually going on with every account."
Head of Customer Success · Series B SaaS
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