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Analytics & Data

22 validated analytics & data product ideas mined from real user pain across the web, ranked by demand score.

7.8 #01

An autonomous AI agent platform that continuously monitors security events, generates compliance reports, collects audit evidence, triages vulnerabilities, and performs vendor assessments without human intervention.

for Mid-market to enterprise companies with security, compliance, and risk management teams (financial services, healthcare, SaaS, tech) that need to reduce manual ops overhead.

“The Work We have a set of recurring tasks — security monitoring, reporting, compliance evidence collection, vulnerability triage, vendor reviews — currently ...”

Upwork
Pain 8
WTP 8
7.4 #02

A data pagination & streaming layer for n8n that handles large datasets (80k+) without triggering Gateway Timeouts, enabling real-time HTML dashboard rendering with chunked/lazy-loaded data delivery

for n8n + Supabase users building analytics dashboards or reporting tools who need to query large datasets and render them in dynamic HTML without performance degradation or 502 errors

“Building a dynamic HTML Analytics Dashboard with n8n + Supabase: Handling 80k+ rows without Gateway Timeouts (502)”

Forum
Pain 8
WTP 5
7.4 #03

A habit tracker with automatic cloud sync, local backups, and data integrity checks that guarantees habit history is never lost between sessions.

for Daily habit trackers and productivity-focused users who rely on streak data and historical consistency to maintain motivation and accountability.

“There’s no promise your app won’t just open one day to an empty “start your task” even after months of tracking several tasks DAILY. So annoying, and I won’t be using this app anym…”

App Store
Pain 9
WTP 5
7.3 #04

An automated web portal scraper and file downloader that logs into retail/distributor portals daily, downloads files on a schedule, and stores them in cloud storage or a dashboard.

for Small to mid-sized retailers, distributors, and resellers who need daily inventory or order data from supplier portals but lack IT resources to build custom integrations.

“We're looking for a reliable, detail-oriented assistant to handle a recurring daily task: logging into a retail/distributor web portal and manually downloading ...”

Upwork
Pain 8
WTP 8
7.3 #05

An AI adoption enablement platform that provides pre-built change management playbooks, user training workflows, and ROI tracking specifically for HR software implementations.

for HR operations leaders and CHRO buyers selecting or implementing AI-powered HR platforms who lack internal change management expertise; implementation consultants selling HR software

“Around 19% of all reviews in AI-related HR categories mentioned AI adoption or implementation concerns in the “What do you dislike?” field on their reviews.”

G2/Capterra
Pain 8
WTP 6
7.3 #06

A time tracking app with guaranteed data portability, transparent backup policies, and user-owned data storage (cloud or local) that survives subscription changes.

for Freelancers and small business owners who rely on historical time tracking data for invoicing and business decisions, and have been burned by subscription-model data loss.

“I few years I paid the lifetime subscription but the with new subscription plan, they removed automate backup— I lost my all data”

App Store
Pain 8
WTP 7
7.1 #07

A time tracking app with best-in-class export functionality offering multiple formats (PDF, CSV, Excel, plain text) with customizable templates and clean, professional output.

for Freelancers, consultants, and agencies who track time in an app but need to export billable hours to clients, accountants, or project management tools regularly.

“If your goal is to keep everything that you do on this app within this app then it's great but if your goal is to export the data that you collect with this app, you will be annoye…”

App Store
Pain 8
WTP 5
7.1 #08

Automated appellate docket monitor that tracks Ninth Circuit (or any court) case filings and sends weekly/bi-weekly summaries via email.

for Law firms, solo practitioners, and legal departments handling appeals who need continuous docket monitoring without manual weekly checks.

“7 days ago · This is a simple recurring task. I need someone to check the appellate docket once per week or once every two weeks and send me a short update ...”

Upwork
Pain 7
WTP 8
7.0 #09

A transparent time-tracking app with a free tier that never locks existing data, offering premium features (reports, exports, team collaboration) without artificial feature gates after trial periods.

for Freelancers, contractors, and small business owners who need reliable time tracking for billing but resent sudden paywalls and loss of functionality after free trial periods.

“Works pretty well but stops working after 21 days without a subscription. Old data is still accessible but nothing new can be added. No warning.”

App Store
Pain 7
WTP 6
6.8 #10

A reliable time tracking app with real-time job availability sync and persistent data integrity that never loses entered time entries.

for Field service workers, contractors, and shift-based employees who need dependable time logging for payroll/billing accuracy

“For the last month and a half I’ve had nothing but problems with this app not allowing me to pick jobs that should be available, putting time in one day and it’s missing the next. …”

App Store
Pain 7
WTP 5
6.6 #11

An automated Google Sheets sync and update tool that pulls health coaching data (churn, commissions, client metrics) from coaching platforms and CRMs, then updates multiple sheets on a schedule with zero manual work.

for Health & fitness coaching businesses with 5–50 coaches that track commissions, churn, and client data across multiple Google Sheets and need weekly/monthly reconciliation without manual entry.

“May 18, 2026 · Weekly tasks include maintaining and updating multiple Google Sheets. Monthly tasks include updating churn and commission sheets, downloading ...”

Upwork
Pain 7
WTP 7
6.5 #12

A token usage dashboard and API that integrates with AI agent platforms to track, visualize, and alert on LLM token consumption per agent, request, and model.

for AI agent builders and teams running production agents who need cost visibility, billing allocation, and optimization insights for LLM consumption

“Retrieve LLM Token Usage in AI Agents”

Forum
Pain 7
WTP 4
6.5 #13

A habit tracker that lets users freely define custom habits instead of choosing from preset templates, with flexible tracking options.

for People with non-standard routines or niche habits (specific fitness regimens, creative practices, recovery protocols) who need a habit tracker but don't fit pre-built categories

“luck of a core feature”

App Store
Pain 7
WTP 4
6.5 #14

An automated dashboard-as-a-service platform that pulls real-time business metrics from multiple data sources and displays them on office TVs without requiring manual Power BI development or ongoing developer maintenance.

for Mid-market companies with multiple data sources (ERPs, CRMs, accounting software) that want live KPI dashboards on office displays but lack in-house Power BI expertise or want to reduce freelancer dependency.

“May 11, 2026 · Overview We are looking for an experienced Power BI developer to build a real-time executive business dashboard for continuous display on office ...”

Upwork
Pain 7
WTP 6
6.5 #15

A habit tracker with transparent, auditable streak and completion calculations that surface the exact logic behind reported metrics so users can verify accuracy.

for Habit tracker users who need mathematical certainty and auditability in their streak/completion data, particularly those who've been burned by buggy tracking apps.

“I downloaded this after InnerGrow’s Habit Tracker app failed to accurately keep track of my completed habits. Onrise was free and had good privacy features, so I gave it a try. I u…”

App Store
Pain 7
WTP 4
6.5 #16

Home Assistant integration plugin for Weber Connect Smart Grilling Hub to sync thermometer data, grill status, and cooking alerts into HA automations and dashboards

for Home Assistant power users with Weber smart grills who want unified home automation control and cross-device cooking automation

“Anyone working to get the new wifi thermometer from Weber into Home Assistant?”

Forum
Pain 7
WTP 4
6.4 #17

Automated web scraper + database builder for California Regional Center provider/service directories with scheduled refresh and compliance tracking

for Regional Centers, disability services networks, and healthcare compliance firms that need to maintain current directories of vendors/providers

“6 days ago · We are seeking an experienced data scraping and research professional to build a comprehensive statewide database of California Regional Center ...”

Upwork
Pain 7
WTP 5
6.4 #18

A monitoring & observability dashboard for n8n workflows that tracks business metrics (conversion rates, revenue impact, error rates, execution times) and sends alerts when workflows underperform or fail.

for Mid-market and enterprise users running mission-critical n8n automation workflows who need to demonstrate ROI and quickly identify when automated processes stop delivering business value.

“How do you monitor if your n8n workflows are still generating business results?”

Forum
Pain 7
WTP 4
6.4 #19

A time tracking app with integrated paystub generation and earnings visibility that reliably displays accumulated hours, rates, and calculated pay in real-time.

for Hourly workers (gig, freelance, shift-based) who need transparent, accessible earnings tracking and paystub generation without relying on broken employer systems.

“It doesn’t work good, I can’t see my paystub”

App Store
Pain 7
WTP 5
6.4 #20

A Google Earth KML importer that automatically calculates cut/fill volumes and generates earthworks reports from sketch polygons

for Civil engineers, construction estimators, and site planners who use Google Earth for preliminary design but need volumetric analysis without expensive CAD/BIM software

“KML Earthworks: Turn a Google Earth sketch into cut/fill volumes in seconds”

Forum
Pain 7
WTP 4
6.4 #21

An Etsy API authentication helper that automatically extracts and validates the Shop API Shared Secret from Etsy's developer dashboard, then pre-populates it in the x-api-key header for node configurations.

for No-code/low-code workflow builders (Make, Zapier, n8n users) integrating Etsy shop data who lack API credential extraction knowledge

“Please look into what the error is That Clear Etsy wants our shop API Shared Secret Which is missing”

Forum
Pain 7
WTP 3
5.1 #22

A TypeScript compiler plugin or ESLint rule that flags implicit global method calls and enforces explicit `window.`/`global.` qualification to prevent shadowing bugs.

for TypeScript developers in large codebases who want to catch accidental global method shadowing at compile time

“I just spent 2 hours tracking down this issue: - We have a class with a prototype method called `focus()` - Our code was calling `focus()`, but it should have been calling `thi…”

GitHub
Pain 6
WTP 1