# Steeped AI > Steeped AI turns large volumes of messy business data, including spreadsheets, exports, documents, transcripts and survey results, into findings ranked by how much they matter and checked for statistical significance. It is built for teams that need an answer they can defend, not just a chart. Steeped AI is an independent company and is not affiliated with Steep (steep.app), which is a different product. Contact: https://steeped.ai/demo/ Founder: Nathan Beddome, https://steeped.ai/founder/ ## Product - [Steeped AI Product Overview: What It Does and How](https://steeped.ai/product/): A full walkthrough of Steeped AI: how it reads your data, ranks findings by importance, tests them for significance, and writes up what changed. - [Why Steeped AI: Analysis That Is Fast and Defensible](https://steeped.ai/why/): Most analysis is either quick and shallow or rigorous and slow. See how Steeped AI gives you both, with the statistical backing to prove it. - [Book a Free Steeped AI Demo on Your Own Data](https://steeped.ai/demo/): See Steeped AI run against a real dataset of yours. Free, no setup required, and you keep the findings from the session. - [Steeped AI Pricing: Plans, Costs and What Is Included](https://steeped.ai/pricing/): Straightforward pricing for Steeped AI. Compare what each plan includes so you can work out the fit before you talk to anyone. - [Book a Steeped AI Demo](https://steeped.ai/book-demo/): Pick a time to see Steeped AI run on your own data. Steeped AI does not simulate insights, it reveals them using the real numbers behind your business. - [AI Analysis Super Sheet for Marketers & Startups](https://steeped.ai/super-sheet/): From Data to Smarter Decisions in Minutes. A free Google Sheets AI-guided exploration of the hidden insights that matter. - [AI Analysis Platform for Messy Business Data](https://steeped.ai/platform/): The Steeped AI platform turns spreadsheets, exports, documents and survey data into ranked, statistically tested findings you can act on the same day. - [How The Analysis Super Sheet Works](https://steeped.ai/how-super-sheet-works/): How the Super Sheet works including key features like the AI summary and Relational Metrics. ## Data enhancement services - [Data Enhancement Services for Marketing, Product and AI](https://steeped.ai/data-enhancement-services/): Topic mapping, data cleaning, document digitization, transcription, geospatial enrichment and audience modeling. Get more out of a dataset you already own. - [Custom AI Topic Modeling for Text Analysis](https://steeped.ai/data-enhancement-services/ai-topic-mapping/): Transform any long-form text into precise, measurable concepts with Steeped AI's self-learning, tailor-made topic mapping. - [Data Preparation & Cleaning Services](https://steeped.ai/data-enhancement-services/data-preparation/): Turn distracting and messy noise into analysis-ready data with Steeped AI data cleaning and preparation services. - [Document Digitization & OCR Services](https://steeped.ai/data-enhancement-services/document-digitization/): Convert any collection of documents into a searchable, analyzable dataset with Steeped AI document digitization. - [Audience Modeling for Ad Analytics](https://steeped.ai/data-enhancement-services/audience-modeling/): Recover insights hidden by privacy-limited reporting with Steeped AI audience modeling and regression analysis. - [Enterprise RAG & AI Custom Search Engines](https://steeped.ai/data-enhancement-services/ai-search-engines/): Turn scattered files, spreadsheets and documents into one secure search system your team can trust. Precise answers instantly, built to understand context and not just keywords. - [AI Audio Transcription & Meeting Intelligence](https://steeped.ai/data-enhancement-services/audio-transcription/): Transform recordings into a searchable, structured insight database. Turn any meeting, interview or testimonial into clean, insight-ready text. - [Automated Statistical Significance Testing](https://steeped.ai/data-enhancement-services/significance-testing/): Stop guessing which differences are real. A university-grade, 3-part stat sig system runs automatically across all your crosstab data so every insight is bulletproof. - [Customer Journey Mapping & Quantification](https://steeped.ai/data-enhancement-services/journey-mapping/): Give every customer journey its own ID, attributes, and measurable story. Turn millions of behavioral rows into automated, reportable insights. - [Location Intelligence & Geospatial Enrichment](https://steeped.ai/data-enhancement-services/location-intelligence/): Feed us addresses or coordinates, get back climate, elevation, population, nearby competitors and more. Transform sparse location fields into a dense analytics asset. - [US Census Balancing & State-Level Weighting](https://steeped.ai/data-enhancement-services/census-weighting/): Bring political-poll-grade rigor to your location data. Correct for sampling gaps, population imbalances and recording errors so your regional findings represent the full picture. ## Use cases - [AI Data Analysis Use Cases by Industry and Team](https://steeped.ai/use-cases/): Over 50 worked examples of Steeped AI in use, from ad performance and voice of customer to police reports, clinical trials and council records. - [AI Search Intelligence and Conversation Analysis](https://steeped.ai/use-cases/ai-search-intelligence/): See how your brand, product, or industry appears across nearly 90,000 real AI conversations. - [AI Ad Analytics | Creative Performance & Meta Ads Insights](https://steeped.ai/use-cases/ad-analytics/): Turn hundreds of ad reports into a single source of actionable insights with AI-powered creative analysis and audience modeling. - [Austin Historical Council Meeting Search Platform](https://steeped.ai/use-cases/historical-council-meeting-search/): How Steeped AI transformed thousands of image-based PDF scans into a searchable database of Austin city council meetings dating back to 1869. - [Ecommerce Analytics Software | AI Product Insights](https://steeped.ai/use-cases/ecomm-product-bi/): Turn every product, sales, and customer dataset into a competitive advantage with Steeped AI. - [Voice of Customer (VoC) & Customer Feedback Intelligence](https://steeped.ai/use-cases/voice-of-customer/): Turn customer feedback scattered across surveys, tickets, reviews, and calls into measurable business intelligence. Quantify which themes predict retention, satisfaction, and re... - [Contract Risk & Legal Discovery Intelligence](https://steeped.ai/use-cases/contract-legal-intelligence/): Upload contracts, NDAs, and case files, scanned or digital, and turn dense legal language into searchable, quantifiable risk data with cited answers your legal team can trust. - [Employee Exit Interview & Attrition Intelligence](https://steeped.ai/use-cases/employee-attrition-intelligence/): Reveal why your best people actually leave. Quantify departure reasons by department and manager, and confirm real attrition drivers with university-grade statistics. - [Insurance Claims & Fraud Pattern Intelligence](https://steeped.ai/use-cases/insurance-fraud-intelligence/): Turn free-text claim narratives, adjuster notes, and scanned intake forms into structured, investigable data. Flag fraud patterns and rank anomalies by cost and surprise. - [Equipment Maintenance & Failure Pattern Intelligence](https://steeped.ai/use-cases/equipment-maintenance-intelligence/): Turn technician work orders and maintenance logs into structured failure modes. Reveal which early signals actually precede breakdowns and which plants carry elevated risk. - [Customer Support & Help Desk Intelligence](https://steeped.ai/use-cases/support-help-desk/): Turn support tickets, chat logs, and call recordings into one searchable intelligence layer. Transcribe calls, surface hidden concepts, and rank fixes by retention impact. - [AI Market Research Survey Analysis](https://steeped.ai/use-cases/market-research-survey-analysis/): Turn surveys, open-ends, panel data, and NPS studies into research-grade intelligence without weeks of manual cross-tabs. Uncover significant findings, audience differences, and... - [Long-Tail SEO & Search Intent Intelligence](https://steeped.ai/use-cases/seo-search-intent/): Group thousands of keywords into measurable intent clusters like comparison shopping, troubleshooting, and purchase readiness. Discover content gaps and long-tail opportunities... - [Healthcare Quality Improvement & Patient Experience Analytics](https://steeped.ai/use-cases/healthcare-patient-experience/): Combine structured healthcare metrics with AI text analysis to uncover operational bottlenecks, patient concerns, and satisfaction predictors. Generate evidence-backed reports w... - [Public Safety & Police Report Intelligence](https://steeped.ai/use-cases/public-safety-police-reports/): Turn case reports, incident narratives, and dispatch logs into a searchable, quantifiable view of crime patterns across time, geography, and offense type. Every insight cited to... - [Product Research & UX Research Repository](https://steeped.ai/use-cases/product-ux-research/): Turn usability studies, interviews, surveys, and session notes into measurable product intelligence. Quantify recurring usability problems, unmet needs, and adoption barriers ac... - [Real Estate Market & Portfolio Intelligence](https://steeped.ai/use-cases/real-estate-portfolio/): Turn MLS listings, inspection reports, leases, and tenant feedback into portfolio intelligence. Enrich every address and predict which attributes drive vacancy risk or lease ren... - [Construction Safety & Project Risk Intelligence](https://steeped.ai/use-cases/construction-safety-risk/): Turn daily logs, RFIs, incident reports, and inspection notes into a searchable safety system. Digitize field reports, flag near-misses and PPE violations, and predict where the... - [Constituent Services & 311 Request Intelligence](https://steeped.ai/use-cases/constituent-services-311/): Turn 311 requests, constituent emails, and call logs into measurable civic intelligence. Surface hidden complaint themes, map true hotspots, weight for reporting gaps, and show... - [B2B Sales Call & Pipeline Intelligence](https://steeped.ai/use-cases/b2b-sales-pipeline/): Turn recorded sales calls, CRM notes, and win/loss transcripts into deal intelligence. Quantify which conversation patterns predict closed-won, stalled, and lost deals, and coac... - [Grant Performance & Nonprofit Impact Intelligence](https://steeped.ai/use-cases/grant-nonprofit-impact/): Turn grant applications, program reports, and site visit notes into research-grade, citation-backed impact reports. Digitize decades of files, quantify outcomes, and prove impac... - [Financial Services & Wealth Management Intent Signals](https://steeped.ai/use-cases/financial-wealth-intent/): Uncover early behavioral signals of major life events in transaction, chat, and portfolio data. Map the client journey so advisors reach their best prospects with statistically... - [Manufacturing Supply Chain & Vendor Quality Assessment](https://steeped.ai/use-cases/manufacturing-supply-chain/): Turn inspection logs, delivery timelines, and contracts into supply chain intelligence. Pinpoint the exact conditions that drive defects and delays, and prove vendor differences... - [Alternative Asset & Collectibles Valuation Intelligence](https://steeped.ai/use-cases/collectibles-valuation/): Turn auction histories, condition reports, and bidding logs into valuation intelligence. Predict which items trigger bidding wars and give sellers data-backed estimates of true... - [Brand Tracking & Consumer Perception Analytics](https://steeped.ai/use-cases/brand-tracking-perception/): Turn brand trackers, surveys, social exports, and reviews into a continuous brand-health system. Surface emerging associations and validate statistically meaningful perception s... - [Energy, Utilities & Infrastructure Operations Intelligence](https://steeped.ai/use-cases/energy-infrastructure-operations/): Combine operational metrics with AI document analysis to find infrastructure risks, recurring failures, and maintenance trends. Prioritize investments with statistically validat... - [Earnings Call Analysis](https://steeped.ai/use-cases/earnings-call-analysis/): Transform earnings call transcripts into measurable competitive intelligence. Track strategy shifts, risks, and executive sentiment across periods, and compare companies without... - [Hotel & Property Revenue Intelligence](https://steeped.ai/use-cases/hotel-property-revenue/): Turn reservations, rate exports, OTA data, and guest surveys into revenue intelligence. Predict which booking attributes drive high RevPAR, ancillary spend, and repeat visits be... - [Focus Group Analysis](https://steeped.ai/use-cases/focus-group-analysis/): Turn focus group recordings, transcripts, and moderator notes into research-grade intelligence. Quantify qualitative feedback, compare groups statistically, and generate cited,... - [Franchise & Multi-Location Operations Intelligence](https://steeped.ai/use-cases/franchise-multi-location/): Turn sales exports, mystery shopper reports, and compliance audits into operational intelligence. Find the patterns separating top performers from problem locations, and predict... - [Clinical Trial & Life Sciences Data Intelligence](https://steeped.ai/use-cases/clinical-trial-life-sciences/): Turn protocols, patient diaries, and site logs into a proactive signal detection system. Surface adverse event clusters and dropout predictors with audit-ready, cited reports bu... - [Feature Request Analysis](https://steeped.ai/use-cases/feature-request-analysis/): Consolidate feature requests from tickets, interviews, forums, and calls into one measurable view of demand. Quantify who asks for what, and connect requests to retention, satis... - [Product Review Intelligence](https://steeped.ai/use-cases/product-review-intelligence/): Turn thousands of reviews across marketplaces and app stores into measurable business intelligence. Discover which issues drive low ratings and prioritize improvements with stat... - [Online Community Research Analysis](https://steeped.ai/use-cases/online-community-research/): Turn forums, Slack, Discord, and panels into measurable research intelligence. Track how needs and priorities evolve over months, compare segments, and generate cited, statistic... - [Agricultural Biotech & Crop Yield Optimization](https://steeped.ai/use-cases/agricultural-crop-yield/): Turn soil sensor, seed batch, drone, and yield data into precise, per-acre strategies. Uncover which agronomic variables predict crop performance, validated statistically and ba... - [Corporate Legal & Litigation Strategy (eDiscovery)](https://steeped.ai/use-cases/legal-ediscovery/): Turn discovery documents, deposition transcripts, and email archives into citation-backed, court-ready findings. Surface contradictions and liability themes manual review misses. - [CPG Product Innovation & Sensory Testing](https://steeped.ai/use-cases/cpg-sensory-testing/): Turn tasting logs, recipe variations, and focus group feedback into flavor intelligence. Quantify which sensory profiles drive repurchase and shelf velocity before a national la... - [Commercial Fleet & Automotive Predictive Maintenance](https://steeped.ai/use-cases/fleet-predictive-maintenance/): Turn telematics feeds, repair invoices, and driver logs into predictive diagnostics. Isolate the sensor and route conditions that precede breakdowns, and move from reactive to p... - [Commercial P&C Insurance Underwriting & Risk Analytics](https://steeped.ai/use-cases/insurance-underwriting-risk/): Turn claims archives, inspection PDFs, and sensor logs into underwriting intelligence. Uncover hidden loss drivers and price commercial property policies on real risk, not stati... - [Multi-Unit Restaurant Franchise Menu Engineering](https://steeped.ai/use-cases/restaurant-menu-engineering/): Turn POS line items, invoices, and reviews into data-driven menu engineering. See which bundles drive repeat visits versus cannibalize margin, and reprice by region with confide... - [Casino Resort & Hospitality Yield Management](https://steeped.ai/use-cases/casino-resort-yield/): Turn loyalty swipes, bookings, and gaming activity into a map of the resort experience. Uncover which comps and offers drive guest lifetime value and profitability per square foot. - [Media & Publishing Audience Intelligence](https://steeped.ai/use-cases/media-audience-intelligence/): Turn reader surveys, engagement exports, and social listening into audience intelligence. Surface the content signals that drive subscriptions, retention, and advertiser value. - [Government Records & Public Policy Intelligence](https://steeped.ai/use-cases/government-records-policy/): Turn decades of permits, minutes, complaints, and filings into searchable, cited policy intelligence. Track how civic issues evolve, compare districts, and answer records reques... - [SEC Financial Document Analysis](https://steeped.ai/use-cases/sec-financial-analysis/): Turn years of 10-Ks, proxies, and transcripts into searchable, measurable intelligence. Track evolving risks, capital allocation, and litigation trends across companies and peri... - [Innovation Pipeline & Idea Management](https://steeped.ai/use-cases/innovation-pipeline/): Turn scattered idea submissions from employees, customers, and partners into a scored, measurable pipeline. Quantify demand, connect ideas to revenue, and prioritize on evidence... - [Bug Report Intelligence](https://steeped.ai/use-cases/bug-report-analysis/): Turn bug reports from support, QA, GitHub, and app stores into measurable product intelligence. Group recurring defects, quantify severity, and prioritize fixes by real impact o... - [Message Testing Analysis](https://steeped.ai/use-cases/message-testing/): Turn message testing studies into marketing intelligence. See which headlines and value props resonate by segment, and validate which differences are statistically meaningful be... - [Compliance Monitoring & Risk Intelligence](https://steeped.ai/use-cases/compliance-monitoring/): Turn audits, policies, investigations, and hotline complaints into measurable compliance intelligence. Surface recurring violations and predictors of future incidents, every fin... - [Qualitative Research Analysis Platform](https://steeped.ai/use-cases/qualitative-research/): Turn interviews, focus groups, diary studies, and open-ends into measurable intelligence. Quantify recurring themes and unmet needs in minutes, every quote preserved with exact... - [Telecom Infrastructure & Cell Tower Performance](https://steeped.ai/use-cases/telecom-infrastructure/): Turn tower telemetry, dispatch logs, and drop-call reports into network intelligence. Predict which cell sites risk hardware failure or capacity overload, and prioritize capital... - [Executive & Board Meeting Intelligence](https://steeped.ai/use-cases/executive-board-meetings/): Turn board meetings, QBRs, and leadership reviews into a searchable intelligence platform. Retrieve past decisions, track how priorities evolved, and preserve institutional know... - [Hospital Flow & ED Triage Intelligence](https://steeped.ai/use-cases/hospital-ed-triage/): Turn triage logs, staffing schedules, and bed turnover data into operational intelligence. Pinpoint why specific shifts run long door-to-doctor times and shorten length of stay... - [Higher Education Student Retention Analytics](https://steeped.ai/use-cases/higher-ed-retention/): Turn SIS records, LMS activity, and advising notes into retention intelligence. Detect early attrition signals and pinpoint which interventions have the highest impact on gradua... - [Diary Study Analysis](https://steeped.ai/use-cases/diary-study-analysis/): Turn thousands of journal entries, photos, and observations into behavioral intelligence. Quantify evolving habits and frustrations, and discover which behaviors predict retenti... - [Cybersecurity Incident Response & Post-Mortem Analytics](https://steeped.ai/use-cases/cybersecurity-incident/): Turn firewall logs, incident notes, and phishing test results into post-mortem intelligence. Reveal how attackers exploited gaps and prove which controls yield the highest risk... - [Mining & Resource Extraction Efficiency Analytics](https://steeped.ai/use-cases/mining-efficiency/): Turn haul truck GPS, assay reports, and sensor streams into extraction intelligence. Isolate the conditions that waste fuel and time, and see which pits yield the highest profit... - [Nuanced, Intent-Rich Social Listening Analysis](https://steeped.ai/use-cases/social-listening/): Go beyond keyword and sentiment counts. Surface nuanced intent like purchase consideration, comparison shopping, and competitive switching across social conversations, with stat... - [Competitive Product Review Analysis](https://steeped.ai/use-cases/competitive-review-analysis/): Turn competitor reviews across marketplaces and app stores into market intelligence. See exactly where rivals win, where they lose, and which features drive buying decisions, va... - [Customer Advisory Board Analytics](https://steeped.ai/use-cases/customer-advisory-board/): Turn advisory board recordings, notes, and follow-ups into executive intelligence. Track recurring customer priorities and strategic themes across every session, each insight pr... - [Concept Test Analysis](https://steeped.ai/use-cases/concept-testing/): Turn concept testing surveys and open-ends into statistically validated intelligence. Find which concepts resonate by audience, the emotional drivers behind preferences, and hid... - [Prototype Feedback Analysis](https://steeped.ai/use-cases/prototype-feedback/): Turn prototype interviews, sessions, and notes into UX intelligence. Rank usability issues by impact on adoption and task completion across user segments and testing rounds. - [Commercial Waste Management & Sustainability Compliance](https://steeped.ai/use-cases/waste-management-sustainability/): Turn container weight sensors, route GPS, and contamination audits into sustainability intelligence. Find which client tiers drive recycling contamination and prove ESG complian... - [Knowledge Base Analytics](https://steeped.ai/use-cases/knowledge-base-analytics/): Turn wikis, help centers, and SOPs into measurable intelligence. Find what is missing, outdated, or duplicated, and measure which topics generate the most support demand. - [Commercial Airline Operations & In-Flight Service Intelligence](https://steeped.ai/use-cases/airline-operations/): Turn flight telemetry, crew debriefs, and cabin service feedback into operational intelligence. Uncover why specific legs run late or disappoint passengers, and improve on-time... - [RFP Response Intelligence](https://steeped.ai/use-cases/rfp-response-intelligence/): Turn historical RFPs, proposal libraries, and win/loss data into a searchable proposal intelligence platform. Reuse winning messaging and understand which themes correlate with... - [Internal Mobility & Skills Gap Analytics](https://steeped.ai/use-cases/internal-mobility-skills-gap/): Turn training logs, performance reviews, and peer endorsements into a hidden skills map. Prove which cross-departmental moves drive internal promotions and the ROI of your train... - [Pharmaceutical Medical Affairs & KOL Mapping](https://steeped.ai/use-cases/pharma-medical-affairs-kol/): Turn MSL field notes, advisory boards, and conference transcripts into cited KOL intelligence. Cross-tab physician specialties with clinical concerns, hallucination-free and com... - [Investigative Journalism & FOIA Deep-Dives](https://steeped.ai/use-cases/investigative-journalism-foia/): Turn massive FOIA dumps, leaked drives, and scanned records into a searchable case file. Connect shell companies, donations, and contracts into a bulletproof, citation-backed ch... - [Clean Energy Infrastructure & Solar Rebate Analytics](https://steeped.ai/use-cases/clean-energy-solar-rebates/): Turn installation, inverter, weather, and rebate data into clean energy intelligence. Prove which rebate structures yield the highest gigawatt-hour returns with research-grade e... - [Veterinary Clinic Operations & Pet Health Diagnostics](https://steeped.ai/use-cases/veterinary-clinic-operations/): Turn EHRs, lab results, and intake notes into pet health intelligence. Surface breed and regional condition trends, map the diagnostic journey, and staff and stock clinics on re... - [High-Intent Affiliate Marketing & Conversion Analysis](https://steeped.ai/use-cases/affiliate-marketing-conversion/): Turn clickstream, affiliate tracking, and transaction logs into conversion intelligence. Map the real path to purchase, find high-intent regional pockets, and prove campaign ROI... - [Maritime Logistics & Port Terminal Operations](https://steeped.ai/use-cases/maritime-port-operations/): Turn container manifests, crane telemetry, customs logs, and vessel tracking into terminal intelligence. Isolate the combinations that drive container dwell time and accelerate... - [Sports Scouting & Roster Optimization](https://steeped.ai/use-cases/sports-scouting-roster/): Turn scout memos, collegiate stats, and medical archives into roster intelligence. Quantify subjective player traits and draft on predictive performance metrics with university-... - [Cyber Security Bot Spam & Traffic Integrity Analysis](https://steeped.ai/use-cases/bot-spam-traffic-integrity/): Turn server access logs, IP metadata, and bot detection scores into traffic integrity intelligence. Prove whether a traffic spike is genuine user growth or a sophisticated bot f... - [Enterprise PII Auditing & Automated Governance](https://steeped.ai/use-cases/pii-auditing-governance/): Find PII hiding in support tickets, transcripts, and free-text fields before it reaches analytics. Machine learning detection flags risky records for review and produces verifia... - [AI Agent Conversation & Performance Diagnostics](https://steeped.ai/use-cases/ai-agent-diagnostics/): Turn multi-turn agent conversation logs, latency metrics, and escalation events into agent quality intelligence. Pinpoint prompt failures, tool misuse, and the turns where users... - [Angel Investor Deal Flow & Portfolio Valuation Intelligence](https://steeped.ai/use-cases/angel-investor-deal-flow/): Turn pitch decks, cap tables, and portfolio history into a searchable investment intelligence layer. Find which pitch attributes and founder track records correlate with follow-... - [Constituent-Driven Political Candidate Policy Guides](https://steeped.ai/use-cases/political-policy-guides/): Turn town hall transcripts, constituent contact logs, and municipal surveys into census-weighted policy intelligence. Auto-generate candidate policy guides backed by validated l... - [Multi-Source B2B Competitor & Market Intelligence](https://steeped.ai/use-cases/b2b-competitor-intelligence/): Turn SEC filings, earnings transcripts, SERP exports, and job postings into one longitudinal competitive view. Connect public statements to measurable business signals with cite... - [B2B Payment, Billing & Invoicing Revenue Leakage Analytics](https://steeped.ai/use-cases/revenue-leakage-analytics/): Turn payment gateway logs, ERP billing histories, contracts, and dunning records into revenue leakage intelligence. Isolate why account tiers delay payment and automate targeted... - [Hourly Workforce Scheduling & Job Shift Optimization](https://steeped.ai/use-cases/hourly-workforce-scheduling/): Turn shift records, clock-in logs, sales volumes, and tenure data into roster intelligence. Find which scheduling practices drive overtime, no-shows, and voluntary attrition. - [Subscription & Customer Loyalty Intelligence](https://steeped.ai/use-cases/subscription-loyalty-intelligence/): Turn loyalty transactions, redemption exports, member surveys, and churn cohorts into retention intelligence. Quantify renewal drivers, discount dependency, and early disengagem... - [Publishing & Digital Content Consumption](https://steeped.ai/use-cases/publishing-content-consumption/): Turn e-reader telemetry, reader highlights, margin notes, and review text into content intelligence. Quantify the narrative structures and pacing that actually keep readers enga... - [Mobile App Usage & In-App Behavioral Retention Analytics](https://steeped.ai/use-cases/mobile-app-retention/): Turn app event logs, feature clickstreams, loyalty swipes, and store reviews into retention intelligence. Find which in-app behaviors predict 90-day retention and loyalty tier u... - [Commercial Banking & Small Business Loan Default Diagnostics](https://steeped.ai/use-cases/commercial-loan-default/): Turn loan performance logs, business financials, sector indicators, and underwriting notes into default risk intelligence. Uncover non-obvious triggers traditional credit scorin... - [Education & Workforce Training Effectiveness](https://steeped.ai/use-cases/workforce-training-effectiveness/): Turn learner surveys, assessment records, and completion logs into training outcome intelligence. Identify which program designs predict certification and on-the-job performance. - [High-End Retail & Luxury Asset Clienteling](https://steeped.ai/use-cases/luxury-retail-clienteling/): Turn VIP purchase records, unstructured associate notes, and private event data into luxury clienteling intelligence. Identify subtle buying intent that standard CRM tags miss. - [B2B Event Management & Conference ROI Diagnostics](https://steeped.ai/use-cases/b2b-event-roi/): Turn badge scans, session attendance, app interactions, and post-event surveys into conference ROI intelligence. Prove sponsor value and find what drives repeat ticket purchases. - [Smart City Traffic Operations & Urban Planning](https://steeped.ai/use-cases/smart-city-traffic/): Turn intersection sensor data, transit ridership, accident reports, and roadwork schedules into urban planning intelligence. Uncover the hidden variables behind gridlock and col... - [Life Insurance Underwriting Automation & APS Processing](https://steeped.ai/use-cases/life-insurance-underwriting/): Turn attending physician statements, lab results, and medical disclosures into deterministic risk summaries. Redact PII automatically and speed policy issuance without raising m... - [Omnichannel Inventory & Markdown Optimization](https://steeped.ai/use-cases/omnichannel-inventory-markdown/): Turn POS logs, warehouse inventory, e-commerce returns, and store allocations into markdown intelligence. Forecast which product lines need discounting versus regional reallocat... - [SOC Insider Threat Detection & Data Exfiltration Auditing](https://steeped.ai/use-cases/soc-insider-threat/): Turn file access logs, USB events, DLP alerts, and badge records into insider threat intelligence. Isolate genuine exfiltration risk from benign work patterns before critical da... - [CI/CD Pipeline Bottleneck & Build Failure Root Cause Analysis](https://steeped.ai/use-cases/cicd-pipeline-diagnostics/): Turn CI/CD execution logs, test stack traces, and pull request metadata into pipeline intelligence. Isolate the exact variables driving build failures and slow deployment stages. - [Heavy Assembly Ergonomics & Worker Safety Optimization](https://steeped.ai/use-cases/assembly-ergonomics-safety/): Turn ergonomic assessments, injury reports, cycle time logs, and tool usage data into workstation intelligence. Redesign stations that drive strain, turnover, and slowed line th... - [EdTech Curriculum Efficacy & Digital Learning Analytics](https://steeped.ai/use-cases/edtech-curriculum-efficacy/): Turn digital learning modules, assessment scores, and teacher feedback into curriculum efficacy intelligence. Evaluate which tools measurably improve mastery across student coho... - [Commercial Health Insurance Group Renewal & Wellness ROI Analytics](https://steeped.ai/use-cases/health-group-renewal-wellness/): Turn employer claims, wellness engagement logs, and renewal outcomes into ROI intelligence. Prove statistically whether a corporate wellness program reduced high-cost claim events. - [Cloud Security Posture & Vulnerability Remediation Prioritization](https://steeped.ai/use-cases/cloud-security-posture/): Turn scanner exports, CVE threat feeds, asset criticality data, and patch records into remediation intelligence. Prioritize the vulnerabilities that pose genuine exploitable bus... - [Cloud Infrastructure FinOps & Microservice Cost Anomaly Analytics](https://steeped.ai/use-cases/cloud-finops-cost-anomaly/): Turn cloud cost usage reports, APM metrics, and container logs into FinOps intelligence. Verify whether spend spikes come from real traffic growth or resource-hogging code regre... - [Semiconductor Fabrication & Cleanroom Yield Analytics](https://steeped.ai/use-cases/semiconductor-yield-analytics/): Turn cleanroom sensor logs, photolithography telemetry, chemical batch records, and wafer test results into yield intelligence. Isolate the exact variables causing silicon defects. - [University Advancement & Alumni Major Gift Pipeline Optimization](https://steeped.ai/use-cases/university-advancement-giving/): Turn alumni giving history, event attendance, and engagement logs into major gift intelligence. Identify the real drivers of gift conversion without speculative external wealth... - [Insurance Customer Experience & Retention Intelligence](https://steeped.ai/use-cases/insurance-customer-retention/): Turn quotes, claims, billing, call center, and survey data into retention intelligence. Uncover the experiences that drive renewal, complaints, switching, and customer lifetime... ## Research and articles - [AI and Survey Analysis: Lessons from Ranking Millions of Insights](https://steeped.ai/ai-survey-analysis-lessons-from-ranking-millions-of-insights/): What we learned at Steeped AI after 18 months of ranking millions of survey insights with AI. - [How Statistical Significance Validates Survey Insights](https://steeped.ai/data-to-decisions-how-statistical-significance-validates-survey-insights/): Statistical analysis is what transforms survey data into meaningful, generalizable insights. - [Why 400+ Startups Failed: The Patterns Behind Startup Deaths](https://steeped.ai/why-400-startups-failed-patterns-behind-startup-deaths/): For this Steeped Dive, we analyzed a "Startup Failure Post Mortem" dataset from CB Insights, which includes over 400 startups across six industry sectors from 1992 to 2024. - [123 AI Insight Summary Tests: GPT-5 High Reasoning Ranked #1](https://steeped.ai/ai-insight-summary-tests-gpt-5-high-reasoning-ranked-1/): To find the most reliable model for our AI reports, we ran 123 insight-summary tests across 9 models and 6 criteria, performed by former university researcher. - [UFO Sightings Data Analysis: Exploring 1,500+ Tier 1 Reports](https://steeped.ai/ufo-sightings-data-analysis-exploring-tier-1-reports/): This round, we completed a Steeped Dive on the National UFO Reporting Center’s Tier 1 UFO sightings data. - [ChatGPT vs Steeped AI for Data Analysis with Google Analytics - Free Product Comparison](https://steeped.ai/chat-gpt-vs-steeped-ai-for-google-analytics/): After two and a half years obsessing over how to make AI-driven data analysis truly accurate, effective, and accessible, we decided it was time to test Steeped AI the only way t... - [Does AI Overuse the Em Dash? An Analysis of 88,927 AI Chats.](https://steeped.ai/does-ai-overuse-the-em-dash-an-analysis-of-ai-chats/): This Steeped Dive analyzes a dataset of 88,927 English-language AI chats from April 2023 to October 2025. I set out to investigate the perceived overuse of the em dash ("—") in... - [People are 4x more random than ChatGPT when picking 1-100 | An AI Analysis](https://steeped.ai/people-are-4x-more-random-than-chatgpt-when-picking-1-100/): This Steeped Dive explores how AI and humans choose numbers from 1-100 when asked to pick randomly, compared with true random number generation. ## Company - [About Steeped AI: Ranked, Stat-Checked Data Analysis](https://steeped.ai/about/): Why Steeped AI exists, how it ranks insights by importance, and the statistical testing behind every answer it gives you. - [Nathan Beddome, Founder of Steeped AI](https://steeped.ai/founder/): Meet Nathan Beddome, founder of Steeped AI and former Research Automation Lead at Google, and the analysis problems that led him to build it. - [Steeped AI Product Roadmap and Release Progress](https://steeped.ai/mvp/): What Steeped AI does today, what is being built next, and when each capability lands. - [Steeped AI Product Updates and Release Notes](https://steeped.ai/updates/): New features, launches and events from Steeped AI. Get told when something useful ships. - [AI Survey Research and Crosstab Analysis](https://steeped.ai/research/): Run survey analysis without building crosstabs by hand. Steeped AI generates them automatically and flags which differences are statistically real. - [Meet the Team Behind Steeped AI](https://steeped.ai/team/): The people building Steeped AI, and the research, engineering and analytics work they did before it. - [Steeped AI Alpha Access for Early Teams](https://steeped.ai/alpha/): Early access to Steeped AI is open to a limited number of businesses. See what you get and how to join. - [AI Data Analysis Guides, Research and Steeped Dives](https://steeped.ai/resources/): Original data analysis, research writeups and practical guides from Steeped AI. Real datasets, shown workings, and what the numbers actually said. - [Request Steeped AI Product Information](https://steeped.ai/info/): Get the details on what Steeped AI does, who it fits, and what it costs. Steeped AI reveals insights using the real numbers behind your business. - [Analysis Partnerships and AI Data Integrations](https://steeped.ai/partnership/): Bring Steeped AI analysis into your own platform, or partner on client work. See how the partnership model works. - [Analysis Platform Features: Ask, Rank and Trust Your Data](https://steeped.ai/analysis-platform-features/): A single source of truth for analysis across the entire organization. Ask any question in plain English and see every finding ranked by how much it actually matters. - [Talk to Your Data: Instant Conversational Analytics and Hallucination-Free Insight Search](https://steeped.ai/analysis-platform-features/talk-to-your-data/): Ask any question in plain English and get instant answers pulled straight from your real metrics, never generated or guessed. Relevance and impact signals sit inside every search. - [Eureka Score: AI-Powered Insight Ranking That Surfaces Hidden Data Gems](https://steeped.ai/analysis-platform-features/eureka-score/): Eureka Score ranks every insight in your dataset by predictive power, effect size, relevance and surprise, so the findings that matter most reach you without being asked for. - [Regression Predictive Power: Automated Regression Analysis and Predictive Relationships](https://steeped.ai/analysis-platform-features/regression-predictive-power/): Two-variable linear and logistic regression runs automatically across every valid relational metric, turning complex statistics into one predictive power percentage. - [Insight Discovery Deeplinks: Explore the Full Picture Behind Every Metric](https://steeped.ai/analysis-platform-features/insight-discovery-deeplinks/): Click any metric to reveal the column values, relational metrics and evidence behind it, follow one discovery into the next, and build fact-based reports in minutes. - [Automated Value and Relational Metric Breakouts: Thousands of Hardcoded Metrics, Zero AI Guesswork](https://steeped.ai/analysis-platform-features/automated-metric-breakouts/): Real deterministic math runs across every value and every meaningful column pair before you open the platform. AI never touches the calculations, only the ranking and reporting. - [Reporting and Citations: Generate Accurate, Fully Cited Reports You Can Trust](https://steeped.ai/analysis-platform-features/reporting-and-citations/): Every conclusion in your report carries a numbered citation back to the real metric behind it, with the raw math, Eureka Score artifacts and examples one export away. - [Transform Qualitative Data, Long Text or ID Examples in Quant: Real Examples Behind Every Metric and Insight](https://steeped.ai/analysis-platform-features/long-text-id-examples/): Trace any metric down to the raw records behind it, a unique ID or dense long-form text, with the exact sentences that back the claim highlighted for you. - [Org-wide Insight Hunting: Secure, Accessible Data Exploration for Your Whole Team](https://steeped.ai/analysis-platform-features/org-wide-insight-hunting/): Every metric and page reads in plain language, so the whole team can explore the same data while each person keeps a private space for their own findings and reports.