Use Cases
68 articles
Real-world examples of how teams use Koji for product discovery, customer research, and market validation.
AI-Powered Audience Research for Media and Entertainment
How streaming services, publishers, and media brands use AI interviews to understand subscribers and audiences - cutting churn, testing content, and growing engagement at scale.
AI Research for Subscription Businesses: Cut Churn, Grow Retention
How subscription and SaaS teams use AI-moderated interviews to understand churn, onboarding friction, renewals, and pricing — and protect recurring revenue at scale.
AI-Powered Customer Research for Manufacturing and Industrial B2B
How manufacturers and industrial B2B companies use AI interviews to understand buyers, distributors, and end users - for win-loss, product, pricing, and retention research at scale.
AI-Powered Customer Research for Insurance Companies (2026)
How insurers run policyholder, claims, retention, and product research at scale with AI interviews - voice or text, automatically analyzed, and compliance-aware.
AI Customer Research for Logistics and Supply Chain: Shipper, Carrier, and End-Customer Insight at Scale
How logistics, freight, and supply-chain teams use AI interviews to understand shippers, carriers, and delivery recipients - win-loss, service experience, and retention - without a survey vendor.
AI Customer Research for Telecom: Cut Churn and Understand Subscribers at Scale
How telecom and ISP teams use AI interviews to understand why subscribers churn, test pricing and bundles, and improve service experience - faster than surveys or call centers.
AI Customer Research for Energy and Utilities: Understand Ratepayers and Reduce Churn at Scale
How energy retailers, utilities, and clean-energy providers use AI interviews to understand ratepayers, test tariffs and programs, and improve service experience - faster than surveys.
Anonymous Employee Research with AI Interviews: Get the Honest Feedback Surveys Miss
Run truly anonymous employee research at scale with AI voice and text interviews. Capture honest feedback on culture, leadership, retention risk, and engagement — without HR ever knowing who said what. Koji removes intake forms, strips identifiers, and still produces aggregated themes and quotes you can act on.
How to Research a Price Increase Before You Raise Prices
A practical playbook for testing a price increase with real customers — how to size acceptable thresholds, predict churn risk, and find the value story that justifies a higher price.
Account Expansion & Upsell Research: Finding Your Next Revenue in Your Existing Customers
How to run expansion and upsell research with customer interviews — uncover unmet needs in your best accounts, spot expansion signals before renewal, and build offers customers actually want to buy.
AI-Powered Customer Research for Real Estate and Proptech (2026)
How real estate brokerages, proptech startups, and property managers run AI voice and text interviews with buyers, sellers, renters, and agents — at scale, without scheduling.
AI Customer Research for Web3 & Crypto: Understand Users Without the Survey Spam
Web3 users are global, pseudonymous, and survey-fatigued. Learn how AI-moderated interviews uncover why users churn, distrust, or abandon onboarding in crypto products — at the speed and scale a token launch demands.
AI-Powered Customer Research for CPG and Consumer Goods Brands (2026)
How CPG and consumer goods brands run shopper insights, concept testing, packaging research, and brand tracking with AI voice and text interviews — at the speed of the category.
AI Customer Research for Legal Teams & Law Firms
How legal teams and law firms use AI-moderated interviews to capture client experience, win-loss insight, and service feedback at scale, confidentially, without billing hours to a research vendor.
AI Customer Research for Travel & Hospitality: Guests, Loyalty & Experience
How travel and hospitality teams use AI-moderated interviews and structured surveys to understand guests, lift satisfaction, and reduce churn — across the full guest journey from booking to post-stay.
AI-Powered Research for Nonprofits: Listen to Donors, Members, Volunteers, and Beneficiaries at Scale
How nonprofits use AI interviews to understand donors, members, volunteers, and the people they serve - and turn listening into retention, giving, and impact.
AI-Powered User Research for EdTech: Learners, Educators, and Administrators
How EdTech companies can run parallel research streams with learners, educators, and administrators using AI-moderated interviews — without scheduling headaches or research team scale limitations.
The 7-Day Customer Discovery Sprint: How Solo Founders Run 20 AI Interviews Before Writing a Line of Code
A day-by-day playbook for founders running a full customer discovery sprint in one week — 20 interviews, real signal, no engineering required. Designed for solo founders, indie hackers, and pre-product teams using Koji.
Cart Abandonment Research: How to Find Out Why Shoppers Don't Buy (2026)
Learn why shoppers abandon their carts and how to recover lost revenue with AI-powered exit interviews. A practical 2026 guide to cart abandonment research, survey questions, and turning checkout friction into conversions with Koji.
Product-Led Growth Research: How to Combine Usage Data with Qualitative Interviews
A complete guide for PLG teams on using qualitative AI interviews to answer the why behind activation, retention, and expansion data.
AI-Powered Customer Research for Automotive: Faster Insights for OEMs, Dealers, and Mobility Teams
How automotive OEMs, dealer groups, and mobility startups use AI customer research to capture buyer journeys, EV consideration drivers, and service experience at the speed of the market.
Lead Magnet Research: How to Create Industry Reports Using AI Interviews
How to use Koji AI interviews to gather quotable industry benchmarks and turn them into thought leadership reports, annual studies, and content marketing assets.
AI Research for Government & Public Sector: Citizen Experience at Scale
How government agencies and public sector teams use AI-moderated interviews to research citizen experience, service delivery, and program outcomes — inclusively and at scale.
Free Trial Conversion Research: Why Trials Don't Convert (and How to Find Out)
A research playbook for free trial and freemium conversion — interview the users who didn't upgrade, separate the reasons that block conversion, and turn trial signups into paying customers.
AI User Research for Marketplaces: A Playbook for Two-Sided Platforms
How marketplaces and two-sided platforms use Koji to run AI-moderated interviews on both supply and demand at scale — covering host/seller activation, buyer trust, take-rate sensitivity, search-and-discovery friction, and disintermediation.
How to Diagnose Onboarding Drop-Off with AI Interviews
A step-by-step method for finding why users abandon onboarding — combining funnel analytics with AI-moderated interviews to reach drop-off users fast and fix the real friction.
Koji for Product Designers: Run Real User Research Without a Researcher on Staff
How product designers, UX designers, and design leads use Koji to validate flows, pressure-test concepts, and ship evidence-based designs without scheduling fifty calls or waiting in a research team queue.
Abandoned Cart Survey: Questions to Recover Lost Sales
Nearly 70% of online carts are abandoned. An abandoned cart survey uncovers exactly why — and how to fix it. Get the question template, timing tips, and learn how Koji's AI interviews turn drop-offs into recovered revenue.
AI Customer Research for Banking & Financial Services
How retail banks, credit unions, and wealth firms use AI interviews to understand customers — onboarding friction, trust, channel preferences, and product fit — at scale and in days.
Koji for Marketing Teams: Customer Research That Powers Better Campaigns
How marketing teams use Koji AI interviews to understand customer language, validate messaging, generate content, and build lead-magnet reports — without a dedicated research team.
AI Customer Research for Pharma & Life Sciences
How pharma, biotech, and medical device teams use AI interviews to gather HCP and patient insights at scale — faster fielding, deeper qualitative signal, and compliance-aware workflows.
Free Trial Feedback: How to Learn Why Trials Don't Convert (2026)
A practical guide to free-trial feedback for SaaS teams: what to ask trial users who don't convert, how to interview them automatically, and how Koji's AI surfaces the activation gaps that quietly kill your conversion rate.
Customer Research for Investors: Customer Due Diligence with AI Interviews
How VCs, growth equity, and PE firms use AI customer interviews to run customer due diligence — validating demand, retention, and product love before and after they invest.
Cancel-Flow Exit Interviews: AI Moderation That Saves Churning Users
Replace your single-textarea cancellation survey with an AI-moderated exit interview that probes the real reason people leave and triggers save offers in real time.
Automated User Research Platform: From Question to Report Without a Moderator
A practical guide to automated user research platforms. Learn what real research automation looks like in 2026, where rule-based survey tools fall short, and how AI-native platforms close the loop end-to-end.
Design Partner Program: How to Recruit and Interview Design Partners for Early B2B Product Validation
A complete 2026 playbook for running a design partner program — what design partners are, how to recruit them, how to structure the commercial relationship, and how to run continuous AI-powered interviews so you ship a product they actually want to buy.
Beta Tester Interviews: How to Get Actionable Beta Feedback at Scale (Beyond Surveys)
Why most beta programs collect feedback nobody reads — and how to fix it with conversational AI interviews. A complete playbook for beta tester interviews: question framework, cadence, recruitment, and an AI workflow that handles 50+ active beta users without exhausting the product team.
Customer Discovery Interviews at Scale — How to Talk to 100 Customers in a Week
Learn how AI-powered interviews let product teams run customer discovery at scale — validating problems, understanding needs, and de-risking roadmaps with 10x more customer conversations than traditional methods allow.
User Research for AI Products: A Practical Guide for 2026
AI products break the assumptions traditional UX research is built on — outputs are non-deterministic, trust is the central UX problem, and prompts replace navigation. This guide covers the methods, question types, and study designs that actually work for teams shipping AI features.
Win-Back Customer Interviews: How to Reactivate Lapsed and Cancelled Customers
A complete playbook for win-back customer interviews. Learn the questions, structure, and analysis that turns "we lost them" into "we got them back" — and how to run win-back research at scale with AI.
B2B Customer Research with AI Voice Interviews
Scale B2B customer research without scaling your team. Koji's AI interviews reach decision-makers across industries, time zones, and seniority levels — delivering enterprise-grade insights at startup speed.
Market Validation with AI-Powered Research
Validate market opportunities before investing millions. Koji's AI voice interviews help founders, product leaders, and investors test assumptions with real market feedback — in days, not months.
Koji for HR and People Teams: Run Employee Research at Scale
HR and People teams use Koji to run stay interviews, exit interviews, onboarding feedback, and culture research at scale — no scheduling required, no facilitator needed, anonymous by design. The AI moderates every conversation automatically.
Koji for Product Managers
How product managers use Koji to validate assumptions, prioritize features, and build evidence-based roadmaps — without hiring researchers or scheduling 50 individual calls.
Koji for UX Researchers
How UX researchers use Koji to scale qualitative research without sacrificing rigor. Run 100+ moderated interviews while maintaining methodological integrity — and finally clear that research backlog.
Koji for Founders and Startup Teams
How founders use Koji to validate ideas, find product-market fit, and make investor-grade decisions — without hiring a research team or spending months on customer development.
Koji for Market Researchers and Agencies
How market research teams and agencies use Koji to deliver qualitative insights at quantitative scale — reducing project costs by 70% while increasing sample sizes 5-10x.
AI Customer Testimonial Interviews: Capture Case Studies & Win Stories at Scale
How modern marketing and customer success teams use AI-moderated interviews to collect, transcribe, and turn customer testimonials into case studies, sales decks, and social proof — without the 6-week scheduling nightmare. Includes a complete question framework and Koji workflow.
Ecommerce Customer Research: Methods, Questions, and Tools
Ecommerce customer research uncovers why shoppers buy, hesitate, and leave across the funnel. Here are the core methods, the questions to ask at each stage, and how AI interviews turn feedback into fixes.
Always-On User Interviews: Run 24/7 With an AI Moderator
Run user interviews around the clock without a researcher on every call. An AI moderator interviews participants whenever they show up — across timezones, in voice or text, with results scored and themed automatically.
Sales Call to Customer Insight: How to Mine Sales Conversations for Product Research
A practical pipeline for turning sales conversations into structured product research. Covers which sales calls hold the most signal, how to extract usable insights, the second-call rule for re-interviewing prospects with Koji, and how to wire the loop with Salesforce, Gong, and Chorus.
AI-Powered User Research for SaaS Companies
How SaaS product teams use Koji to run continuous customer research that drives retention, reduces churn, and accelerates feature adoption — without a dedicated research team.
Churn Interviews: 20 Questions to Uncover Why Customers Really Leave (2026)
A complete guide to running customer churn interviews: when to interview vs survey, who to talk to, 20 non-leading questions grouped by the push-pull framework, and how to automate churn interviews with AI on Koji.
AI-Powered Patient and Provider Research for Healthcare
How healthcare organizations use Koji to conduct patient experience research, provider feedback studies, and clinical workflow analysis at scale — while maintaining HIPAA-aware research practices.
AI-Powered User Research for Fintech Companies
How fintech product teams use Koji to understand financial behavior, test product concepts, and build trust-centered experiences — at the research velocity fintech demands.
AI-Powered Customer Research for E-Commerce and DTC Brands
How e-commerce and DTC brands use Koji to understand purchase decisions, optimize the buyer journey, and build customer loyalty through AI voice interviews at scale.
Customer Success Interview Guide: How to Run Proactive CS Research at Scale
How customer success teams use AI-powered interviews to proactively understand account health, expansion opportunities, and churn risk — without scheduling 1:1 calls with every customer.
Research-Driven Roadmap Prioritization: How to Use Customer Interviews to Build Better Roadmaps
Learn how to combine qualitative customer interviews with structured ranking and scale questions to make roadmap decisions backed by real user evidence — not internal opinions.
User Onboarding Research: How to Interview New Users to Improve Activation
Learn how to design and run user onboarding research interviews that reveal why new users activate or drop off — and how to use those insights to improve your first-run experience.
AI Customer Research for Retail: Understand Shoppers at Scale
How retail teams use AI-moderated interviews to understand shoppers across in-store, online, and omnichannel journeys — from store experience and assortment to loyalty and post-purchase research.
User Research for Product Managers: How to Run Customer Interviews Without a Research Team
A practical guide for product managers who need customer insights at sprint speed. Learn how to design studies, write effective questions, recruit participants, and read AI-generated reports — without a dedicated research team.
User Research for Startups: How to Talk to Customers Before You Build the Wrong Thing
Learn how startups can run fast, effective customer research without a research team or big budget. Discover how AI-powered interviews help founders validate ideas, find product-market fit, and build what customers actually want.
How to Convert Any Survey into an AI Interview in 30 Seconds
Step-by-step guide to converting Google Forms, Typeform, SurveyMonkey, and other surveys into AI-powered interviews using Kojify.
Stay Interviews at Scale: How AI Makes the Best Retention Tool Actually Usable
Stay interviews are proven to prevent turnover but managers cannot conduct them consistently. AI-moderated stay interviews remove bias, save time, and scale across entire organizations.
AI User Research for Gaming Studios: Interview Players at Scale
How game studios use AI-moderated interviews to run player research, concept testing, playtesting follow-ups, and churn interviews — faster and at a fraction of traditional cost.
User Research for Agencies: Deliver Client Insights Faster with AI
How research, UX, and design agencies use AI-moderated interviews to cut turnaround time, improve margins, white-label studies, and take on more client work without hiring.
Win-Loss Interview Questions: 35+ Questions to Uncover Why Deals Are Really Won and Lost
A complete win-loss interview question bank for B2B teams — 35+ questions across five stages, plus how to run win-loss interviews at scale with AI moderation.
Dormant User Reactivation Research: How to Interview Inactive (Still-Subscribed) Users Before They Churn
How to interview still-subscribed but inactive SaaS users before they churn — distinct from churned/win-back research. Covers the 8 leading dormancy indicators, why dormant users are harder to interview than churned ones, 20 dormant-user interview questions, recruitment tactics, and an analysis framework that turns interviews into reactivation playbooks. With data from ProfitWell, Bain/HBR, ChurnZero, and OpenView.