SaaS
AI Automation & Internal Tools for SaaS Companies
Support tickets, onboarding steps, and billing edge cases scale faster than headcount. We build the automation and AI layer that lets your team scale without it.
Where the manual work piles up
Support volume grows faster than the team
The same Tier 1 questions repeat across hundreds of tickets while the team also needs to handle genuinely hard technical issues.
Onboarding is inconsistent
New users get a different experience depending on who's on shift, or no proactive onboarding at all beyond a welcome email.
Billing exceptions need manual handling
Failed payments, plan changes, and proration edge cases get resolved by someone manually checking Stripe and the database.
Internal tooling gaps
Ops and support teams work around missing internal tools with spreadsheets, shared docs, and Slack threads.
Usage data isn't actionable
Product usage events are logged but nobody has built the pipeline to turn them into churn signals or expansion opportunities.
What can run on its own
Automated onboarding sequences
New signups trigger a consistent onboarding flow — welcome emails, in-app checklists, and follow-ups based on activation milestones — without manual tracking.
Billing exception workflows
Failed payments, dunning emails, and plan-change edge cases are handled automatically based on rules you define, with humans only looped in for real exceptions.
Ticket triage and routing
Support tickets are automatically categorized and routed to the right queue based on plan tier, issue type, or account value.
Usage-based alerts
Automated flags for accounts approaching plan limits, showing early churn signals, or ready for an upsell conversation.
Where AI fits in
AI support agent
Trained on your docs, changelog, and knowledge base to resolve common technical and billing questions instantly, handing off to a human with full context when needed.
AI-assisted internal ops
Autonomous agents that can look up account data, check logs, or summarize a customer's history before a human even opens the ticket.
Churn signal detection
AI models flag usage patterns that historically precede churn, so customer success can reach out before it happens instead of after.
When you need something built
Internal admin panel
A purpose-built tool for support and ops to search accounts, view billing history, and take common actions without touching the database directly.
Customer health dashboard
A live view combining usage, billing, and support data per account so CS can prioritize outreach.
What this looks like end to end
Trigger
A customer's payment fails on renewal
Automation
A dunning sequence starts automatically and the account is flagged in your billing system
AI
An AI agent checks whether the account has a history of failed payments or is a high-value account needing white-glove handling
System
High-value accounts are routed to a human via Slack; standard accounts continue through the automated dunning flow
Result
Routine billing failures resolve themselves while your team's attention goes only to the accounts that actually need it
Relevant Services
Common Questions
Ready to start?
Book a free 30-minute call and we'll map out exactly what to build — and what it'll be worth.
Book a Free Meeting