Launch AI outcomes in weeks, not months.
Most AI projects spend months preparing data before meaningful work can begin. Every Sturdy engagement starts with a production-ready context foundation that resolves, structures, and maintains the business context Al needs to deliver reliable results from day one.
The result is faster delivery, smarter AI, and lower operating costs.
Built by AI operators
Deployed inside production environments
Weeks, not months
Time to first outcome
No data prep
AI starts with context, not reconstruction
4x more AI per dollar
Stop paying models to reconstruct context
Production-ready
Built for outcomes, not experiments
Real business challanges & AI outcomes
Every project starts with a business problem.
The most impactful AI systems solve real operational challenges. Here are some of the problems we help organizations put to rest.
Forecast accuracy.
A forecast that can’t be trusted — built on CRM probability scores alone.
Product strategy.
A roadmap built on incomplete, scattered feedback nobody can quantify.
Executive visibility.
An executive team operating without a clear, evidence-backed view.
Customer intelligence.
Customer interactions spread across dozens of disconnected systems.
Revenue intelligence.
Pipeline risk and expansion opportunities hidden inside conversations.
Operational reporting
Teams manually assembling the same reports and metrics every week.
Product roadmap intelligence
Turning customer feedback into roadmap clarity.
The challenge
A CPO at a $250M ARR SaaS company needed a way to understand what users were consistently asking for across every interaction channel.
Feedback was scattered across support tickets, Slack, feature requests, account conversations, and executive reviews, making prioritization nearly impossible.
Feedback was scattered across support tickets, Slack, feature requests, account conversations, and executive reviews, making prioritization nearly impossible.
What we built
An always-on Product Roadmap Intelligence system that continuously surfaces feedback from every channel, quantifies it by demand and ARR impact, and prioritizes what matters most — turning scattered, qualitative signals into a single, evidence-backed roadmap.
The outcome
Product, sales, and finance now work from a single, prioritized view of demand.
Every roadmap decision is backed by evidence: validated demand, ARR impact, and affected accounts, continuously updated as new feedback arrives.
Every roadmap decision is backed by evidence: validated demand, ARR impact, and affected accounts, continuously updated as new feedback arrives.
Prioritize opportunities with business context.
Deliver executive-ready roadmap insights.
Cluster feedback by theme and trend.
Quantify ARR impact and accounts affected.
Identify requests across every touchpoint
Revenue forecast intelligence
Turn pipeline data into forecast confidence.
The challenge
A revenue leader needed a more accurate way to forecast Q3 pipeline than CRM probability scores alone. Deal data lived in Salesforce, but the real context lived across emails, calls, Slack, and procurement threads — making it hard to separate real coverage from inflated pipeline.
What we built
An always-on Executive Revenue Forecast system that combines CRM opportunity data with communication intelligence to assess deal health, momentum, and forecast risk.
The outcome
Revenue, sales, and finance now work from one evidence-backed view of pipeline reality — which deals are at risk, which are overstated in CRM, and which are undervalued, refreshed continuously.
Identify CRM-vs-reality gaps across active pipeline.
Surface deal risk, buyer intent, ana stalled momentum.
Quantify the forecast gap against revenue targets.
Prioritize rep actions by deal health and urgency.
Deliver executive-ready forecast reviews on demand.
Early warning account risk intelligence
Spot account risk before it becomes churn.
The challenge
A CS leader needed to identify deteriorating accounts before renewal risk surfaced in Salesforce. Account data lived in the CRM, but the real warning signs were scattered across emails, tickets, Slack, onboarding, billing discussions, and stakeholder behavior.
What we built
An always-on Account Health Review system that combines Salesforce data with communication intelligence to continuously assess sentiment, engagement, relationship strength, product satisfaction, expansion potential, and churn risk.
The outcome
Renewal and CS leaders now operate from an evidence-backed view of account health. Instead of gut feel or lagging health scores, teams see which accounts are deteriorating, why, and exactly what should happen next.
Identity silent risk before renewal.
Surface churn drivers with evidence.
Detect shareholders disengagement early.
Prioritize intervention by ARR and urgency.
Deliver executive-ready account reviews instantly.
Don’t start with an AI tool
Start with the outcome.
Most AI projects begin with models and prompts. We begin with the business outcome, then build the context foundation required to make AI reliable in production.
Tell us what you’re trying to achieve. We’ll design the fastest path to a working result.
Tell us what you want to build
Your customers are already telling you what's going to happen.
Connect what customers say to why your numbers move. Contextual revenueintelligence, ready for any LLM — or running natively in Ask Sturdy from day one.
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