Steeped AI Use Cases
Explore how teams turn overlooked, messy data into clear, defensible answers, from AI search and ad performance to historical records and product analytics.
AI Search Intelligence
See exactly how your brand, product, or industry shows up across nearly 90,000 real AI conversations. Track the sentiment, comparisons, and recommendations shaping decisions as customers ask AI instead of search engines.
Expanded Ad Analytics
Turn hundreds of scattered ad reports into a single source of actionable insight. Uncover which creatives, audiences, and placements actually drive performance across every campaign and platform.
Historical Document Search
See how Steeped AI turned thousands of image-based PDF scans into a fully searchable database of Austin's civic history, dating back to 1869. Make decades of records instantly searchable, quantifiable, and citable.
Ecomm & Product BI
Turn every product, sales, and customer dataset into a competitive advantage. Surface the hidden metrics and relationships that reveal what really drives revenue across your catalog.
Voice of Customer
Turn feedback scattered across surveys, tickets, reviews, and calls into measurable intelligence. Quantify which topics matter most, which segments hit each issue, and which themes predict retention.
Contract Risk
Upload contracts, NDAs, and case files, scanned or digital, and turn dense legal language into searchable, quantifiable data. Extract non-standard terms, rank risk, and get cited answers in seconds.
Employee Attrition
Upload exit interviews, engagement surveys, and HRIS records to reveal why your best people actually leave. Quantify departure reasons by department and manager, proven with university-grade statistics.
Claims & Fraud
Turn free-text claim narratives, adjuster notes, and scanned intake forms into structured, investigable data. Flag fraud patterns, validate predictive indicators, and rank anomalies by cost and surprise.
Predictive Maintenance
Turn technician work orders and maintenance logs into structured failure modes. Reveal which early signals actually precede breakdowns, and pinpoint which plants carry elevated risk before machines fail.
Support & Help Desk
Turn support tickets, chat logs, and call recordings into one searchable intelligence layer. Transcribe calls, surface concepts keyword search misses, and rank fixes by which move retention first.
Survey Analysis
Turn surveys, open-ends, panel data, and NPS studies into research-grade intelligence without weeks of manual cross-tabs. Uncover significant findings, hidden audience differences, and predictive relationships in natural language.
SEO & Search Intent
Group thousands of keywords into measurable intent clusters like comparison shopping, troubleshooting, and purchase readiness. Discover the content gaps and long-tail opportunities traditional SEO tools overlook.
Patient Experience
Combine structured healthcare metrics with AI text analysis to uncover operational bottlenecks, patient concerns, and satisfaction predictors. Generate evidence-backed reports without reviewing thousands of records.
Public Safety
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 back to the source document.
UX Research
Turn usability studies, interviews, surveys, and session notes into measurable product intelligence. Quantify recurring usability problems, unmet needs, and adoption barriers across every study, validated statistically.
Real Estate
Turn MLS listings, inspection reports, leases, and tenant feedback into portfolio intelligence. Map inspection and lease language, enrich every address, and predict which attributes drive vacancy or renewal.
Construction Safety
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 next incident is most likely.
Constituent Services
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 where dollars have the most impact.
Sales & Pipeline
Turn recorded sales calls, CRM notes, and win/loss transcripts into deal intelligence. Quantify which conversation patterns predict closed-won, and coach reps to the sequences that actually win.
Grant Impact
Turn grant applications, program reports, and site notes into citation-backed impact reports. Digitize decades of files, quantify the outcomes funders reward, and prove your impact with real numbers.
Financial Signals
Uncover early behavioral signals of major life events in transaction, chat, and portfolio data. Map the client journey so advisors reach the right person with the right product at the right moment.
Supply Chain
Turn inspection logs, delivery timelines, and contracts into supply chain intelligence. Pinpoint the exact conditions that drive defects and delays, and prove which vendors underperform with statistics.
Collectibles Valuation
Turn auction histories, condition reports, and bidding logs into valuation intelligence. Uncover which item attributes trigger bidding wars, and give sellers data-backed estimates of true market potential.
Brand Tracking
Turn brand trackers, surveys, social exports, and reviews into a continuous brand-health system. Surface emerging associations and emotional themes, and validate which perception shifts over time are statistically real.
Energy & Infrastructure
Combine operational metrics with AI document analysis to surface infrastructure risks, recurring equipment failures, and maintenance trends. Prioritize investments with statistically validated evidence.
Earnings Calls
Turn earnings call transcripts into measurable competitive intelligence. Track strategy shifts, risks, and executive sentiment across periods, and compare companies without reading every transcript.
Hotel 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 before the next comp set review.
Focus Groups
Turn focus group recordings, transcripts, and moderator notes into research-grade findings. Quantify qualitative feedback, compare groups statistically, and generate cited, executive-ready reports in hours.
Franchise Ops
Turn sales exports, mystery shopper reports, and compliance audits into operational intelligence. Find the patterns separating top performers from problem locations, and predict sales and compliance risk.
Clinical Trials
Turn protocols, patient diaries, and site logs into a proactive signal detection system. Surface adverse event clusters and dropout predictors in audit-ready, cited reports built for regulatory scrutiny.
Feature Requests
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, satisfaction, and revenue.
Product Reviews
Turn thousands of reviews across marketplaces and app stores into measurable intelligence. Discover which issues drive low ratings and prioritize improvements with statistically validated findings.
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, statistically supported reports.
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 backed by citations.
Legal eDiscovery
Turn discovery documents, deposition transcripts, and email archives into citation-backed, court-ready findings. Surface contradictions and liability themes that manual document review misses.
CPG Innovation
Turn tasting logs, recipe variations, and focus group feedback into flavor intelligence. Quantify which sensory profiles drive repurchase and shelf velocity before a costly national launch.
Fleet 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 predictive maintenance.
P&C Underwriting
Turn claims archives, inspection PDFs, and sensor logs into underwriting intelligence. Uncover hidden loss drivers and price commercial property policies on real risk, not static historical tables.
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 confidence.
Casino 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 Audience
Turn reader surveys, engagement exports, and social listening into audience intelligence. Surface the content signals that drive subscriptions, retention, and advertiser value.
Gov Records
Turn decades of permits, minutes, complaints, and filings into searchable, cited policy intelligence. Track how civic issues evolve, compare districts, and answer records requests in seconds.
SEC Filings
Turn years of 10-Ks, proxies, and transcripts into searchable, measurable intelligence. Track evolving risks, capital allocation, and litigation trends across companies and periods, every finding cited.
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, not opinion.
Bug Reports
Turn bug reports from support, QA, GitHub, and app stores into product intelligence. Group recurring defects, quantify severity trends, and prioritize fixes by real impact on retention and support volume.
Message Testing
Turn headline, value prop, and positioning tests into marketing intelligence. See which messages resonate by segment, and validate which differences are statistically meaningful before launch.
Compliance Risk
Turn audits, policies, investigations, and hotline complaints into compliance intelligence. Surface recurring violations and predictors of future incidents, every finding backed by exact citations.
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 citations.
Telecom Sites
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 spend with confidence.
Board Meetings
Turn board meetings, QBRs, and leadership reviews into a searchable intelligence platform. Retrieve past decisions, see how priorities evolved, and preserve institutional knowledge with citations.
ED Triage Flow
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 without sacrificing care.
Student Retention
Turn SIS records, LMS activity, and advising notes into retention intelligence. Detect early signals of attrition and pinpoint which interventions most improve graduation rates.
Diary Studies
Turn thousands of journal entries, photos, and observations into behavioral intelligence. Quantify evolving habits and frustrations, and discover which behaviors predict retention and adoption.
Incident Response
Turn firewall logs, incident notes, and phishing test results into post-mortem intelligence. Reveal how attackers exploited gaps and prove which controls deliver the highest risk reduction.
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 per ton.
Social Listening
Go beyond keyword and sentiment counts. Surface nuanced intent like purchase consideration, comparison shopping, and competitive switching across social conversations, validated statistically.
Competitive Reviews
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, proven statistically.
Advisory Boards
Turn advisory board recordings, notes, and follow-ups into executive intelligence. Track recurring customer priorities and strategic themes across every session, each insight preserved with citations.
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 hidden market segments.
Prototype Feedback
Turn prototype interviews, sessions, and observation notes into UX intelligence. Rank usability issues by impact on adoption and task completion across user segments and testing rounds.
Waste & Sustainability
Turn container weight sensors, route GPS, and contamination audits into sustainability intelligence. Find which client tiers drive recycling contamination and prove ESG compliance to regulators.
Knowledge Base
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.
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 departures.
RFP Response
Turn historical RFPs, proposal libraries, and win/loss data into a searchable proposal intelligence platform. Reuse winning messaging and understand which themes correlate with successful bids.
Internal Mobility
Turn training logs, reviews, and peer endorsements into a hidden skills map. Prove which cross-departmental moves drive internal promotions and the ROI of your training budget.
Medical Affairs
Turn MSL field notes, advisory boards, and conference transcripts into cited KOL intelligence. Cross-tab physician specialties with clinical concerns, hallucination-free and compliance-ready.
FOIA Investigations
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 chronology.
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 evidence.
Veterinary Ops
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 real demand.
Affiliate 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 to partners.
Port Operations
Turn container manifests, crane telemetry, and customs logs into terminal intelligence. Isolate which cargo, weather, and shift combinations drive the longest dwell times before demurrage hits.
Sports Scouting
Turn scout memos, collegiate stats, and medical archives into roster intelligence. Quantify traits like leadership and late-game fatigue, and draft on predictive metrics instead of combine ranking.
Traffic Integrity
Turn server logs, IP metadata, and detection scores into traffic integrity intelligence. Prove whether a spike is real growth or a bot farm, then hand analytics teams clean benchmark numbers.
PII Governance
Find sensitive data hiding in free text before it reaches analytics. ML PII detection flags risky records for review, while topic mapping keeps the analytical value without exposing identities.
AI Agent Diagnostics
Turn multi-turn agent logs, latency, and escalation events into agent quality intelligence. Find the exact turns where agents loop, misuse tools, or lose the user, backed by real sessions.
Angel Deal Flow
Turn pitch decks, cap tables, and portfolio history into deal intelligence. Normalize inconsistent financials and find which traction signals actually correlate with follow-on rounds.
Policy Guides
Turn town halls, contact logs, and municipal surveys into census-weighted policy intelligence. Build a candidate platform on what the district actually says, backed by citations.
Competitor Intel
Turn SEC filings, earnings calls, SERP exports, and job postings into one competitive view. Link hiring surges to search share and revenue, with every briefing cited.
Revenue Leakage
Turn payment logs, ERP billing histories, and dispute notes into leakage intelligence. Find which terms and account tiers delay payment, and plug the revenue quietly draining away.
Shift Optimization
Turn scheduling records, punch logs, and sales volumes into roster intelligence. See which shift patterns drive overtime, burnout, and 60-day resignations before you publish the schedule.
Loyalty Intelligence
Turn loyalty transactions, redemptions, and churn cohorts into retention intelligence. Quantify renewal drivers and discount dependency, and redesign program mechanics on evidence.
Content Consumption
Turn e-reader telemetry, highlights, and review text into reading intelligence. Quantify the narrative beats that drive binge-reading and greenlight new authors on measurable evidence.
Mobile App Retention
Turn app events, clickstreams, and store reviews into retention intelligence. Find the in-app sequences that predict 90-day loyalty and the friction causing day-one drop-off.
Loan Default Risk
Turn loan performance logs, financial statements, and underwriting notes into risk intelligence. Surface the non-obvious default triggers traditional credit scoring misses.
Training Effectiveness
Turn learner surveys, assessments, and completion logs into outcome intelligence. Find which program designs drive skill transfer and certification, census-balanced across cohorts.
Luxury Clienteling
Turn VIP purchase records, associate notes, and event RSVPs into clienteling intelligence. Surface the buying intent CRM tags miss and anticipate high-value acquisitions.
Event ROI
Turn badge scans, session logs, and post-event surveys into ROI intelligence. Prove sponsor value mathematically and find the formats that drive repeat ticket purchases.
Smart City Traffic
Turn intersection sensors, transit ridership, and accident reports into traffic intelligence. Pinpoint why corridors gridlock or crash, and allocate infrastructure budgets on proof.
Life Underwriting
Turn attending physician statements, labs, and disclosures into deterministic risk summaries. Redact PII automatically, categorize conditions, and clear the APS backlog without raising exposure.
Inventory & Markdown
Turn POS logs, warehouse levels, and return data into markdown intelligence. Forecast which lines need discounting versus reallocation, and protect gross margin with proof.
Insider Threat
Turn access logs, DLP alerts, USB events, and badge records into insider risk intelligence. Separate genuine exfiltration signals from benign off-hours work before data leaves.
CI/CD Diagnostics
Turn build logs, stack traces, and pull request metadata into pipeline intelligence. Pinpoint which changes break main and which stages quietly cost you release velocity.
Assembly Ergonomics
Turn ergonomic assessments, injury reports, and cycle logs into station intelligence. Find which layouts cost you people and throughput, proven with significance testing.
Curriculum Efficacy
Turn learning module data, assessments, and teacher feedback into efficacy intelligence. See which tools move mastery, which fail by grade, and buy software on evidence.
Wellness ROI
Turn claims records, wellness engagement, and renewal outcomes into ROI intelligence. Prove a program cut high-cost claims before the employer renewal conversation.
Cloud Posture
Turn scan exports, CVE feeds, and asset criticality data into remediation intelligence. Cut thousands of alerts down to the vital fraction that is genuinely exploitable.
Cloud FinOps
Turn billing reports, APM metrics, and container logs into cost intelligence. Tell a genuine traffic spike from a code regression, and allocate spend per service and team.
Cleanroom Yield
Turn environmental sensors, tool telemetry, and wafer test results into yield intelligence. Isolate the exact variables ruining batches and optimize etching recipes on proof.
Alumni Giving
Turn giving history, event attendance, and engagement logs into major gift intelligence. Find which engagement actually precedes a pledge, without speculative wealth scoring.
CX & Retention
Turn quotes, claims, billing, calls, and surveys into retention intelligence. Connect every touchpoint to the renewal decision it shaped and protect policyholder value.
The insights are already in your data.
Ask your data anything. Get real findings ranked by impact, with AI reports your team can present and share on the spot.