Automation & Integration in San Francisco

Technology / B2B SaaS

A San Francisco-based B2B SaaS company (Series C, $68M ARR, 2,200 enterprise customers, 320 employees — providing data infrastructure for analytics teams) needed to automate its revenue operations to sustain 65% year-over-year growth without proportional headcount increases in sales, finance, and customer success. (1) Lead-to-cash was fragmented: the revenue process crossed 14 systems — website (Webflow), marketing automation (HubSpot), enrichment (Clearbit), CRM (Salesforce), CPQ (DealHub), contract management (Ironclad), billing (Stripe), provisioning (internal), product analytics (Amplitude), customer success (Gainsight), support (Zendesk), accounting (NetSuite), data warehouse (Snowflake), and BI (Looker). Each system was connected through a mix of native integrations, Zapier flows, and custom scripts — creating a fragile web of 45+ integration points that broke regularly. Revenue operations (3 FTEs) spent 60% of their time fixing broken integrations and manually bridging gaps between systems. (2) Usage-based billing was manual: the product had a usage-based pricing component (compute credits consumed). Usage data lived in the data warehouse, but billing was in Stripe — with no automated connection. Every month, a revenue operations analyst spent 5 days manually calculating usage charges for 2,200 customers, creating Stripe invoices, and reconciling against NetSuite. Errors: 4.2% of invoices required correction after issuance — creating customer friction and accounting complications. (3) Customer success was reactive: with 2,200 customers and 8 CSMs, each CSM managed 275 accounts. No automated health scoring existed — CSMs discovered churn risk when a customer cancelled or when usage dropped to near-zero (at which point recovery was rarely possible). CSM time allocation was based on account size rather than health — meaning small accounts with emerging issues received no attention until they churned. Annual gross churn: 12% — well above the 8% benchmark for this segment. (4) Renewal management was chaotic: renewals were tracked in a Salesforce report — but the data was often wrong (contract dates not updated after amendments, multi-year deals showing incorrect renewal dates). CSMs received renewal notifications 60 days before expiry — but 15% of renewals were discovered less than 30 days before expiry, leaving insufficient time for expansion conversations. Renewal rate: 88% by logo, 95% by revenue (expansion offsets some churn). (5) SOC 2 compliance: enterprise customers (representing 70% of ARR) required SOC 2 Type II. The annual audit consumed 6 weeks of engineering and operations time — manually collecting evidence, documenting procedures, and responding to auditor requests. Access reviews were performed manually every quarter — checking who had access to which systems across 14+ SaaS tools.

We built a comprehensive revenue operations automation platform over 12 weeks. (1) Unified revenue pipeline: event-driven integration connecting all 14 revenue systems through a central automation platform. Lead flow: website visitor identified (Clearbit enrichment) to marketing qualified (HubSpot scoring) to sales qualified (Salesforce routing) — automated with configurable rules and real-time execution. Deal flow: opportunity creation through CPQ quote generation, contract execution (Ironclad e-signature), provisioning trigger, billing setup (Stripe subscription creation), and accounting recognition (NetSuite revenue schedule) — fully automated for standard deal structures. Exception handling: non-standard deals (custom terms, multi-year, enterprise negotiations) routed through approval workflows with pre-populated data — reducing approval cycle from 5 days to 1 day. Integration reliability: replaced 45+ fragile point-to-point connections with a single event-driven platform — with guaranteed message delivery, automatic retry, and comprehensive monitoring. (2) Automated usage billing: real-time usage metering — compute credits tracked and aggregated from the data warehouse daily. Billing calculation: automated monthly charge calculation based on contracted rates, volume tiers, and committed minimums. Stripe invoice generation: invoices created automatically with line-item detail (base subscription, usage charges, overages, credits applied). NetSuite sync: billing data automatically reconciled with accounting — revenue recognition schedules updated based on actual usage. Customer visibility: usage dashboard showing customers their real-time consumption, projected monthly charges, and historical trends — reducing billing surprise and support enquiries. (3) AI-powered customer health: automated health scoring combining product usage (from Amplitude — feature adoption, session frequency, query volume), support signals (from Zendesk — ticket volume, sentiment, escalation history), engagement signals (from Gainsight — meeting attendance, NPS responses, stakeholder changes), and financial signals (from Stripe — payment history, expansion patterns, usage growth). Predictive churn model: ML model predicting churn probability 90 days in advance — enabling proactive intervention before customers reached the cancellation decision. Automated playbooks: health score changes triggered automated responses — declining usage triggered re-engagement sequences, champion departure triggered relationship mapping, and expansion signals triggered CSM notification with recommended upsell approach. CSM prioritisation: daily prioritised task list for each CSM — showing which accounts needed attention, why, and what action to take — based on health scores and predicted outcomes. (4) Renewal automation: automated renewal pipeline — renewals identified 120 days before expiry (from contract data, validated against billing records). Expansion analysis: automated identification of expansion opportunities based on usage patterns, feature adoption, and growth signals — CSMs received renewal briefs with recommended expansion proposals. Renewal workflow: automated creation of renewal quotes, approval routing for non-standard terms, contract generation, and e-signature delivery. Auto-renewal: for customers on auto-renewing contracts, automated processing without CSM intervention — CSMs notified only for accounts with health issues or expansion opportunities. (5) Compliance automation: SOC 2 evidence collection — automated gathering of evidence from all systems (access logs, change records, incident responses, configuration snapshots). Access reviews: automated quarterly access reviews — current access pulled from all SaaS tools, compared against approved access lists, and discrepancies flagged for review. Audit readiness: evidence pre-organised per SOC 2 control framework — auditors accessed a structured evidence portal rather than requesting documents individually.

Revenue operations: integration breakages from 12+ per week to under 1 per month — RevOps team redeployed from break-fix to strategic projects. Lead-to-cash cycle: deal closing to customer live from 14 days to 3 days (provisioning and billing setup automated). Revenue recognition: 100% automated — eliminated 3-day monthly close delay caused by manual billing reconciliation. Usage billing: manual billing preparation eliminated — 5 days per month of analyst time recovered. Invoice accuracy: from 95.8% to 99.7% — customer billing enquiries reduced by 85%. Usage visibility: customer-facing dashboard reduced billing-related support tickets by 72%. Customer success: health scoring enabled proactive engagement — CSMs identified at-risk accounts 90 days before potential churn. Annual gross churn reduced from 12% to 7.5% within 12 months (from above benchmark to below benchmark). Net revenue retention improved from 108% to 118% — driven by better expansion identification and reduced churn. CSM efficiency: each CSM managed 275 accounts effectively with AI prioritisation (previously, only the top 50 accounts per CSM received meaningful attention). Renewals: on-time renewal processing from 85% to 98%. Expansion revenue at renewal: increased by 35% — automated analysis identified expansion opportunities that CSMs previously missed. Average renewal cycle from 45 days to 18 days — faster processing and pre-populated proposals. SOC 2: audit preparation from 6 weeks to 1 week (automated evidence collection). Access reviews from 2 days to 2 hours (automated comparison). Zero audit findings related to evidence completeness in the most recent examination. Annual value: $12.8M (customer retention — 4.5 percentage point churn reduction on $68M ARR base), $6.8M (expansion revenue — 35% increase in renewal expansion through automated opportunity identification), $3.2M (operational efficiency — RevOps, billing, CSM, and compliance team redeployment), $2.4M (revenue acceleration — faster deal-to-live cycle and improved billing accuracy), $1.2M (compliance — reduced audit costs and eliminated compliance-related sales objections) = $26.4M. Development cost: $380,000. Payback: under 6 days.