Embedded copilots
In-product assistants that understand your domain and user workflows.
Industry · SaaS
AI as your product moat
We help SaaS companies embed AI into their products — copilot assistants, predictive analytics, intelligent search, personalization engines, and workflow automation that drive engagement, retention, and premium tier revenue.
30–50%Engagement ↑
2–3xRetention
15–40%ARR lift
Multi-tenantReady
Industry context
Beyond API wrappers
Every SaaS product will need AI features. We help you go beyond simple wrappers to deeply integrated copilots, predictive models on your data, and agent automation — with multi-tenant architecture and usage-based AI billing.
Predictive intelligence
Churn, usage forecasting, lead scoring, and anomaly detection on platform data.
Multi-tenant AI
Strict tenant isolation, per-customer customization, and shared compute efficiency.
Premium tier revenue
AI features that justify 15–40% ARR increases through new pricing tiers.
Use cases
Where SaaS AI delivers
Features that differentiate your product and drive retention.
AI Copilots
In-product assistants — smart suggestions, content generation, data analysis, and natural language interfaces.
- Domain-tuned
- Action execution
- Context aware
Predictive Analytics
Churn prediction, usage forecasting, lead scoring, and anomaly detection from platform data.
- Custom ML
- Real-time features
- Dashboards
Intelligent Search
Semantic search, RAG knowledge bases, smart filters, and natural language queries.
- Hybrid retrieval
- Tenant isolation
- Citation binding
Personalization
Content recommendations, adaptive UX, personalized onboarding, and smart defaults.
- Activation lift
- Usage signals
- A/B ready
Workflow Automation
AI agents for data entry, report generation, email drafting, and multi-step workflows.
- Agent orchestration
- Tool use
- Human handoff
AI Infrastructure
Multi-tenant serving, usage-based billing, per-tenant fine-tuning, and AI observability.
- Prompt mgmt
- Eval harnesses
- Cost controls
Proof of work
SaaS delivery
Embedded AI features with measurable product and revenue impact.
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How we help
Related services
Production AI capabilities we bring to every industry engagement.
01How can AI differentiate my SaaS product?
Copilots, predictive analytics, smart recommendations, and personalization — embedded AI drives 30–50% higher engagement and 2–3x better retention.
02What's the best way to add AI to existing SaaS?
Start with smart search, auto-categorization, or churn prediction — high impact, low risk. Expand to copilots and agents as infrastructure matures.
03How do you handle multi-tenant AI?
Strict tenant data isolation with shared compute — per-tenant customization, data partitioning, separate fine-tuning, usage-based credits, and SOC2-compliant handling.
04What does SaaS AI cost?
Initial development: $80K–$250K. Inference: $0.01–$0.50 per user/month for LLM features. Most see 15–40% ARR increase from AI premium tiers.
Next step
Ready to add AI to your SaaS?
Tell us about your product — we'll design AI features that drive engagement, retention, and revenue.