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Use-Case Catalog
Browse 86 validated GenAI use cases. Filter, search, and find the right AI transformation for your business.
Intelligent Root Cause Analysis Assistant
Most quality teams we talk to have CAPA backlogs measured in months and repeat deviation rates above 25% — not because their engineers aren't good, but because the patterns are buried in thousands of investigation reports that nobody has time to read.
AI-Powered Meeting Preparation Agent
Your senior AEs are probably spending 4-5 hours a week just preparing for meetings—time they could be spending actually selling. We help companies cut that to 30 minutes while their reps actually show up better prepared.
Real-Time Agent Assistance and Response Generation
Your best agent resolves issues in 5 minutes because they know where everything is — your newest agent takes 15 minutes for the same ticket.
Service Expert Knowledge Preservation System
Most service organizations we talk to have 3-5 people who can fix anything — and in 5 years, most of them will be retired. The question isn't whether to capture that knowledge, it's whether you'll still be able to.
RFP and Proposal Response Automation
We've seen proposal teams spending 30-40 hours on each RFP response, pulling experts away from their day jobs, and still scrambling at the deadline. Companies we work with are cutting that to under 10 hours while actually improving their win rates.
Intelligent Resume Screening with Semantic Understanding
Most companies reject 95% of applicants, but the rejection happens so fast that qualified people get filtered out by the same keyword logic that rejects the unqualified.
Automated Regulatory Compliance Monitoring
You're checking 3% of interactions for compliance and betting that the other 97% are fine — in an industry where one violation costs six figures.
Intelligent Contract Review and Risk Analysis
Your lawyers are spending 92 minutes reading every contract from scratch, even though 85% of the clauses are exactly what you'd expect. Meanwhile, the 15% that actually matter sometimes slip through.
Natural Language Financial Query and Ad-Hoc Analysis
Most companies invest in expensive BI tools that end up being used by the same three people who could have just used Excel—because everyone else finds them too complicated.
AI-Powered Supplier Discovery and Qualification Intelligence
Most procurement teams have the same 200 suppliers they've used for a decade—and no systematic way to find the other 2,000 that could do a better job.
Intelligent Invoice Processing with Template-Free Extraction
Most finance teams we talk to spend more time teaching their systems to read invoices than actually processing them—and every new supplier means starting over.
Personalized Onboarding Journey Orchestration
Companies spend €15,000-€25,000 replacing an employee who leaves in the first 90 days, but most invest less than €500 in their onboarding experience.
AI-Powered SEO and Generative Engine Optimization (GEO)
The companies dominating your search results aren't writing more content — they're writing the right content. Most mid-market teams we talk to produce content based on gut feel while their competitors use data to decide every headline, every topic, every update.
AI-Powered Contract Generation and Self-Service Drafting
Your lawyers are spending half their week drafting contracts that are 90% identical to last month's. Meanwhile, your sales team is waiting a week for an NDA.
Employee Engagement Survey Free-Text Analysis
You're sitting on a goldmine of employee insight in those survey comments — but reading 5,000 comments manually means most of it stays buried until someone quits.
AI-Powered Cash Application with Fuzzy Remittance Matching
We often hear that AR teams spend more time figuring out what a payment is for than actually applying it—and meanwhile, those same customers show up as past due on aging reports.
Automated Variance Analysis Commentary Generation
We hear from a lot of FP&A teams that they spend more time explaining last month than planning for next quarter—and by the time the commentary is done, it's almost time to start again.
Service Contract and Technical Documentation Q&A
Most service teams we work with can tell you their SLA is '4 hours' — but when you ask them to show you where that's written and what the penalty clause says, it takes 30 minutes to find the document.
Management Reporting Assembly and Executive Narrative Generation
Most CFOs we talk to spend the first week of every month explaining last month to the board, instead of partnering with the business on what's coming next.
GDPR Data Subject Access Request (DSAR) Automation
The average DSAR costs €1,400 to fulfill manually, and volumes are growing 60% year-over-year. Your privacy team is spending weeks chasing data across departments while the 30-day GDPR clock is ticking.
Intelligent HR Policy Management and Compliance Monitoring
When Czech labor law changed last year, how long was it before your HR policies reflected the new requirements — and were employees getting the old information in the meantime?
Scalable AI Sales Coaching and Training
Most companies we talk to have a coaching problem: managers know reps need more practice, but there's no time. We've helped sales teams cut ramp time in half by letting reps practice the hard conversations before they have them for real.
Performance Review Writing Assistance with Bias Detection
Textio's research shows women are 1.4x more likely to receive personality-based feedback instead of performance-based feedback — and most managers don't even realize they're doing it.
Supplier Quality Documentation Intelligence
Most supplier quality programs we see are excellent at catching problems after they happen — the question is whether you can catch the drift before it becomes a rejection.
Personalized Outreach Content Generation at Scale
Most SDR teams we talk to are stuck in a volume trap—blasting generic templates that get 2% response rates, or spending all day personalizing emails they can't scale. We help companies send emails that feel hand-crafted at the speed of automation.
AI-Powered Legal Research and Jurisdictional Analysis
Your lawyers are spending 60% of their time reading cases when AI research tools can find twice as many relevant results in a fraction of the time. That's expensive expertise being used as a search engine.
Real-Time Multilingual Support Without Native Speakers
You're paying 40% premiums for multilingual agents — or telling half of Europe to write in English.
Predictive Supplier Performance Intelligence from Unstructured Operational Data
Most companies manage their top 30 suppliers well—and hope for the best with the other 300.
Intelligent Email Response Generation and Triage
Your customers send an email and wait a day for a reply — while your agents spend 15 minutes each composing what AI could draft in seconds.
Multi-Stakeholder Deal Navigation Intelligence
Research shows that deals with multiple stakeholder contacts win at 2x the rate of single-threaded deals. But most sales teams don't even know which deals are at risk.
Intelligent HR Service Desk for Employee Queries
Your HR team answers the same 50 questions hundreds of times a year, while the strategic projects that would actually move the business forward sit on the backburner.
Intercompany Dispute Resolution with Intelligent Communication
Intercompany reconciliation is one of those things that should be simple—both sides booked the same transaction—but somehow ends up consuming days of your close calendar every month.
RFP Generation and Intelligent Bid Evaluation with Knowledge Synthesis
The average category manager spends three weeks building an RFP, then another two weeks reading responses—and still isn't confident they're comparing suppliers fairly.
End-to-End Autonomous Issue Resolution
Your team answers the same 20 questions a thousand times a month — meanwhile, customers wait in queue for answers they could get in seconds.
AI-Powered Training Content Generation and Personalization
Your L&D team spends €15,000 and 8 weeks creating a training course that's outdated by the time it launches — and then another €8,000 to translate it into 3 languages.
AI-Accelerated M&A Due Diligence
Studies show human reviewers only extract about 20% of the information they're looking for under deal pressure. That means 80% of what's in the data room is effectively invisible to your deal team.
Collections and Dunning Communication at Scale
Most collections teams treat every customer the same way—same template, same timing—even though some customers need a gentle reminder and others need persistent follow-up.
Non-Conformance Disposition Recommendation Engine
Every day material sits in quarantine waiting for an MRB decision, it's costing you money twice — the holding cost of idle inventory and the opportunity cost of delayed deliveries.
Intelligent Invoice Exception Resolution with Semantic Discrepancy Understanding
For most companies, the cost of processing an invoice is higher than the cost of the paper it's printed on—and that's before counting the supplier relationships damaged by payment delays.
Intelligent Work Order Documentation from Field Notes
Most field service teams we talk to say their technicians are great at fixing things but terrible at writing about it — and the back office spends half its time translating scribbled notes into usable records.
Intelligent Ticket Classification and Routing
Your agents spend a third of their day sorting emails instead of solving problems — and still misroute one in three tickets.
Journal Entry Risk Intelligence with Natural Language Explanations
Most journal entry reviews are like looking for a needle in a haystack by grabbing random handfuls of hay—you might find something, but you're probably missing the entries that actually matter.
Tax Research and Regulatory Position Development
Tax research is one of those areas where companies pay senior professionals to do work that feels like finding a needle in a haystack—when the haystack is 27 different countries' tax codes.
Dynamic Competitive Battlecard Generation
Most competitive battlecards we see are outdated the moment they're published—and 68% of sales reps don't use them anyway. We help you turn competitive intelligence into something reps actually use and that actually helps them win.
AI-Powered Spend Classification and Maverick Spend Detection
We find that most procurement teams have negotiated excellent contracts—for about 60% of what their company actually buys. The other 40% is a mystery.
AI-Powered Manager and Leadership Coaching at Scale
Middle managers drive 70% of employee engagement variance, but 90% of them have never had access to professional coaching — it's simply too expensive at €300-500 per session.
Legal Intake and Triage Automation
Your legal team can't tell you how many requests they handled last month, what the average response time was, or how many of those were repeat questions they've answered before. That's not a legal problem — it's an operations problem.
Vendor Contract Compliance and Obligation Monitoring
Research shows companies lose 8.6% of total contract value through missed obligations and unmonitored terms. With 500 active contracts, that's a significant number your finance team doesn't even know is missing.
Privacy Impact Assessment and AI Governance Automation
The EU AI Act requires fundamental rights impact assessments by August 2026, and each DPIA takes 30+ hours of expert time. Most mid-market companies don't even know how many of their systems qualify as high-risk.
Employment Contract Analysis and Risk Detection
That non-compete clause your German template uses might be perfectly enforceable in Munich but completely void under Czech labor code — and most companies don't discover this until they're in a dispute.
Continuous Supplier Risk Monitoring with External Signal Intelligence
Your annual supplier risk review is a snapshot of 12 months ago—the question is what's happened since then that nobody's watching.
Contract Analysis and Risk Identification with Contextual Legal Intelligence
Most procurement teams tell us they're confident in their contract process—until we ask how many contracts they've signed in the last year without anyone reading the liability cap.
Voice of Customer and Sentiment Intelligence
Your surveys capture 20% of your customers — the other 80% are telling you exactly what's wrong, but nobody's listening.
Quality Audit Preparation and Report Generation
Most quality teams we talk to spend 6-8 weeks preparing for each audit — not because they're not compliant, but because the evidence is scattered across five different systems and nobody can find it fast enough.
Vendor and Supplier Communication Automation
We hear from a lot of AP teams that they spend almost as much time telling suppliers what's happening with their invoices as they do actually processing them.
Service Demand Interpretation and Capacity Matching
The difference between a profitable service call and a money-losing one often comes down to a 5-minute dispatch decision — and right now, that decision depends entirely on who happens to be on the desk.
Regulatory Change Monitoring and Compliance Impact Assessment
There were over 61,000 regulatory changes across the EU last year. Your legal team is monitoring them with newsletters and Word documents, and the error rate on manual impact assessment is nearly 15%.
Contract Clause Extraction for Revenue Recognition and Lease Accounting
We talk to a lot of controllers who can tell you their lease liability to the penny, but couldn't quickly point you to the specific contract clause that drives that number.
Conversational Lead Qualification Agent
Research shows you're 21 times more likely to qualify a lead if you respond in 5 minutes versus 30 minutes. Most companies we talk to are taking hours or days.
Internal Talent Marketplace with Skills Intelligence
You're spending 3-5x more to hire externally for skills that probably already exist somewhere in your organization — you just can't see them.
Intelligent CRM Data Enrichment Agent
Your reps probably spend 5-6 hours a week typing things into your CRM that they've already said in emails and meetings. Meanwhile, you can't trust the data anyway. We help companies get accurate CRM data without the data entry.
Automated Knowledge Base Creation and Gap Identification
Your best agents solve problems brilliantly, but that knowledge lives in their heads — when they leave, it walks out the door.
AI-Powered Agent Onboarding and Continuous Training
You spend €15,000 training each new agent for 4 months — and 30% of them leave within the first year.
Customer Order Intake Interpretation
Every manufacturing company we talk to has that one customer who emails 'send me the usual, but different this time' — and an inside sales rep who somehow knows exactly what that means. The question is what happens when that person is on vacation.
Procurement Policy Compliance Monitoring and Audit Intelligence
Procurement policies exist in every company—the question is whether anyone can prove they were followed when an auditor asks.
Exit Interview Analysis and Knowledge Capture
Your exit interviews contain the answers to your retention problem — but nobody has time to read 200 interviews and connect the dots between the engineer in Prague who left for the same reason as the designer in Munich.
AI-Powered IP and Trademark Monitoring
One in five EUIPO trademark applications gets opposed, and the opposition window is a strict 3 months — no extensions. Your current watch service generates 200 alerts per report, and 80% of them are noise.
Comprehensive Expense Audit with Policy Compliance Detection
Most companies audit 10-20% of expenses and hope they're checking the right ones—but the fraudulent receipt and the legitimate dinner look exactly the same in a random sample.
Conversational AI for Candidate Engagement and Scheduling
The best candidates are off the market in 10 days, but most companies take 7 days just to schedule the first interview.
Conversation Intelligence with Actionable Insights
Most sales leaders we talk to are essentially flying blind—they only find out a deal is in trouble when it's too late to save it. We help you see what's actually happening in conversations so you can act before deals slip.
AI-Powered Supplier Communication and Inquiry Resolution
Your best buyers probably spend more time answering supplier emails than negotiating with them.
Production Planning Knowledge Capture System
Every manufacturing company has a planner who 'just knows' that Machine 4 runs slower in summer or that Supplier X always delivers late in December. The problem isn't that they know it — it's that nobody else does, and they're five years from retirement.
Conversational Lead Qualification and Nurturing
Research shows you're 21 times more likely to qualify a lead if you respond in 5 minutes versus 30 minutes. Most companies we talk to are taking hours or days. We help you respond in seconds — without hiring more people.
Production Constraint Reasoning and What-If Dialogue
Most manufacturing companies we work with have planners who are incredibly good at their job — but they're answering the same types of questions over and over again, manually, because their planning system can only show schedules, not explain them.
AI-Assisted Category Strategy Development with Market Intelligence Synthesis
Most category strategies are based on market research that's already six months old by the time the PowerPoint is finished.
Brand Consistency and Compliance Monitoring
Most companies we talk to have brand guidelines that nobody follows — not because people don't care, but because the review process is so slow that teams bypass it. We help you enforce brand consistency without creating bottlenecks.
Multilingual Content Creation and Market Localization
Most mid-market companies we talk to are spending 4-8 weeks getting campaigns into each new market. Their competitors are doing it in days. The difference isn't more translators — it's a fundamentally different approach to content localization.
Intelligent Social Media Management and Community Engagement
Most companies we talk to have a talented social media person spending 70% of their time on production — scheduling posts, adapting formats, monitoring comments — and 30% on the creative strategy that actually moves the needle. We help flip that ratio.
Personalized Marketing Copy Generation and Optimization
Most marketing teams test 2-3 copy variants because that's all they have time to create. Companies using systematic copy optimization are testing 25+ variants and seeing 40% higher conversion rates — not because the AI writes better than humans, but because it can test at volumes humans can't.
Dynamic Experience Personalization at Scale
Companies that master personalization generate 40% more revenue than those that don't — and it's not because they have bigger teams. It's because they stopped treating every visitor the same. Most companies we talk to know this but are stuck at 3-5 segments because doing more manually is impossible.
Customer Research Synthesis and Insight Extraction
Most companies we talk to analyze less than 30% of their customer feedback — not because they don't care, but because manually reading through thousands of survey responses and support tickets is impossible. The insights that would change your strategy are probably sitting in data you've already collected but never read.
Automated Sales-to-Success Handoff Documentation
23% of customer churn happens because of poor onboarding—and a lot of that traces back to CS teams starting blind. We help you give your success team everything they need to hit the ground running, without adding work for your sales reps.
Competitive Intelligence Monitoring and Battlecard Generation
Sales teams that have current competitive intelligence win 5-15% more deals than those that don't. Most companies we talk to update their battlecards quarterly — by which time the competitor has changed their pricing, launched new features, and shifted their messaging twice. Your reps are bringing a knife to a gunfight.
Production Schedule Change Explainer
Production planners are some of the smartest people in manufacturing — and they spend a quarter of their week writing emails explaining why things changed instead of figuring out how to fix them.
Comprehensive Interaction Quality Analysis
You're monitoring 3% of your customer interactions and hoping the other 97% are fine.
Automated Marketing Performance Reporting and Narrative Generation
Most marketing analysts we talk to spend 70% of their week producing reports and 30% on actual analysis. We help teams flip that ratio — so your smartest people spend their time on insights that drive revenue, not on copying data between platforms.