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Roast →Roast my idea →

Case Registry

Every idea that went through the panel.

Ranked by survival score. Most ideas don't make it.

Total roasted

500

Avg score

3.4/10

Survived

0 of 500

Verdict:
Panel:
Sort:
76
NEEDS WORKFree Triage

“The Idea: The "Leak Detection" Engine An automated auditing tool that connects to a company's tech stack (Stripe, HubSpot/Salesforce, and Google Analytics) to find revenue leakage caused by data silos. The Problem As companies grow, their data gets messy. Common "leaks" include: Ghost Subscriptions: Users who have canceled in the CRM but are still getting service because the API call to the backend failed. Mismatched Pricing: Legacy customers being billed old rates that don't match the current terms of service. Attribution Gaps: High-value leads that closed but aren't traced back to the original marketing spend because of a broken tracking cookie or UTM. The Solution A "set and forget" dashboard that runs daily integrity checks across these platforms. It doesn't just show charts; it sends Actionable Alerts like: "Alert: 14 users in your 'Pro Plan' are being billed $49/mo, but your current Stripe configuration is $79/mo. Click here to sync." Why It’s a "Solid" Idea Immediate ROI: If you find $500/month in leaked revenue for a client, charging them $100/month for the software is an easy "yes." High Stickiness: Once a company relies on you to ensure their billing matches their CRM, you are deeply embedded in their financial workflow. Low Competition: Most tools focus on growth (top of funnel). Very few focus on integrity (middle of funnel). Monetization Strategy Tiered Pricing: Based on the volume of transactions or the number of integrations. The "Found Money" Commission: A one-time setup fee plus a percentage of the "leaked" revenue recovered in the first 30 days.”

Useful wedge, but the buyers who feel this pain already patched it, and everyone else will ignore the leak.

5/10
28d ago
77
NEEDS WORKFree Triage

“Dynamic Expiry Intelligence for Supermarkets 💡 Problem Supermarkets throw away huge volumes because they use static shelf-life rules and blunt markdown timing. Solution AI that predicts the optimal time to markdown perishables and reroute stock before expiry. Examples: chicken discounted 8 hours earlier yogurt moved to another branch strawberries repriced dynamically 1. Introduction – What Kigüi Does Kigüi is an artificial intelligence platform designed to optimize the daily operations of supermarkets and retailers by combining data analysis, automation and in-store execution. Using key inputs such as historical sales, stock levels, expiration dates and shelf images, Kigüi turns data into clear priorities, predictive alerts and concrete actions for in-store teams. 2. Why Kigüi Is Different Unlike traditional solutions that only report information, Kigüi acts as the retail copilot, prioritizing what truly matters in order to: prevent waste caused by product expiration avoid stockouts and shelf gaps ensure the correct execution of promotions free up operational time so teams can focus on strategic tasks 3. How Kigüi Works: Technology and Process A. Data Collection Kigüi automatically integrates multiple data sources: 📌 Real-time inventory and stock levels 📌 Historical sales data by SKU 📌 Expiration dates and rotation curves 📌 Shelf images and planograms This combination provides a complete and accurate view of each product and store. B. AI and Machine Learning Analysis The platform uses AI algorithms to: ✅ Detect demand patterns and expiration risk ✅ Estimate the probability of stockouts by SKU ✅ Identify gaps in shelf execution ✅ Prioritize actions with real business impact All of this is translated into predictive alerts and clear recommendations for in-store teams. C. In-Store Execution Kigüi doesn’t just inform — it guides daily action. The app and control panel provide: 🟢 Daily checklists and missions for store teams 🟢 Real-time alerts on operational priorities 🟢 Task completion verification 🟢 Price, label and expiration control 🟢 Photo evidence and activity tracking This turns daily work into a sequence of clear, measurable tasks. 4. What Kigüi Delivers A. Expiration-Driven Waste Reduction By anticipating products at risk of expiring and suggesting actions such as relabeling or promotions, Kigüi significantly reduces food waste. B. Stock Optimization Thanks to demand prediction and inventory monitoring: ✔ Fewer out-of-stock situations ✔ Reduced excess inventory on shelves ✔ Improved availability of strategic products C. Effective Promotion Execution Campaigns and offers are activated on time and properly executed — not just on paper, but with verified in-store evidence. D. Greater Operational Efficiency Automating repetitive tasks frees up time for higher-value activities such as customer service, quality control and sales strategies. 5. Proven Results A concrete example: in its implementation with Cordiez in Córdoba, Kigüi achieved: 📊 Up to 40% reduction in expiration-related waste 📊 More than 20% reduction in operational work associated with in-store controls These results translate into real savings and a better experience for store teams. Do I need to replace my current systems? No. Kigüi easily integrates with and complements your existing systems. 6. Summary of Benefits (for Retailers) With Kigüi: Daily operations shift from reactive to predictive Store teams know exactly what to do and when Stock and expiration visibility is instant Decisions are made using real-time, reliable data Value is generated from the very first weeks of use 7. Who Uses Kigüi Kigüi is designed for supermarkets and retailers of all sizes — from mid-sized to large — looking to: ✅ Reduce food waste ✅ Improve product rotation ✅ Optimize in-store operations ✅ Increase team efficiency ✅ Drive sustainable results 8. Ready to Transform Your Store with AI? Kigüi is the copilot your operation needs. Request a demo and discover how to improve results and reduce costs in just a few weeks.”

78
NEEDS WORKFree Triage

“I’ve spent the last few years running ops teams at companies like Delivery Hero and Bolt. Got frustrated enough with the available tools on the market to just build something myself. It’s called OpsBites (www.opsbites.com). Basic idea: ops managers/pms/solo founders and their teams work in the same workspace. Weekly planning with a lock mechanic, task/project hierarchy, decision log, SOPs, RACI. Built around a weekly rhythm rather than just being another task manager. Still early but I have been using it with my current team at my full-time job. Looking for feedback from anyone who’s managed an ops team or worked in one. I am curious what’s broken, what’s missing, what sounds useless. As a thank you for anyone who takes 5 minutes to give real feedback, I’ll DM you the gsheets bundle I used with my own teams before building this. Templates for prioritization, decision making, weekly ops reviews. Nothing fancy, but it worked.”

Strong founder insight, but weekly planning is a weak wedge unless ops teams pay before your own team’s habits flatter you.

5/10
29d ago
79
NEEDS WORKFree Triage

“A company that runs free live online author talks for public libraries. Libraries pay a few thousand for a years worth of around 50 authors. Library users pay nothing. The reason libraries pay is because authors charge a fee to come in that can be thousands of dollars. most state library orgs don't have this program. I just had 20 more libraries reach out to me from my website. I already know a bunch of authors because I am an author agent. Libraries don't get talks subsidized, and they definetly don't get access to 3 talks per month. They can also run watch parties at their library. I have 20 libraries who are ready. And previous work I did with libraries shows they don't churn easily.”

Promising wedge, but library procurement will humble your momentum long before author supply becomes the bottleneck.

5/10
29d ago
80
NEEDS WORKFree Triage

“Every US staffing agency is legally required to send a 'spread of hours' notice to temporary workers in New York, a wage theft notice in California, a pay transparency disclosure in Colorado, and similar documents in 14 other states — each with different timing requirements, different formats, and different delivery methods (some require physical signature, some accept email, some require text confirmation). Non-compliance fines range from $500–$10,000 per worker per violation. Mid-size staffing agencies (50–500 temporary workers placed per month) currently handle this with a paralegal or HR coordinator manually checking a state compliance spreadsheet someone built in 2019. When a new state law passes — Illinois added one in January 2025 — nobody updates the spreadsheet for months. We generate and deliver the correct compliance document to each worker at the moment of placement, automatically, based on the work location. The agency uploads a placement record. We send the right document to the right worker via the right channel for that state, log the delivery confirmation, and store it for the 3-year audit window the DOL requires. The product IS the compliance artifact. There's nothing to interpret or act on — the document either got delivered and logged, or it didn't. The agency's legal exposure is binary. Pricing: $8 per worker placement. Not a subscription. Agencies pay per transaction, which maps directly to their revenue. A 200-placement/month agency pays $1,600/month and eliminates a $50,000 fine exposure. The DOL has increased staffing industry audits 34% since 2023. The incumbent here is a paralegal who doesn't know about the Illinois amendment. We're not competing with software. We're replacing a manual process that is actively generating liability right now.”

Real pain, clear ROI, but procurement kills small deals unless you prove existing counsel keeps missing state changes.

5/10
29d ago
81
NEEDS WORKFree Triage

“The EU's Corporate Sustainability Reporting Directive (CSRD) requires ~50,000 companies to publish audited ESG reports starting 2025–2026, phased by company size. The reporting standard (ESRS) has 82 mandatory disclosure points across 12 topics. Companies are currently paying Big4 €80–200k for manual gap assessments just to find out what they need to report. We automate the gap assessment only — a €2,000 one-time report that ingests a company's existing documents (annual reports, HR data exports, energy bills, supplier contracts) and outputs a structured checklist: which of the 82 ESRS disclosure points they currently have data for, which they're missing, and what data they need to collect before their filing deadline. No ongoing subscription. No compliance guarantee. A document analysis tool with a clear deliverable. The buyer is the CFO's sustainability coordinator. Budget already exists — it's the Big4 assessment budget. We're not new spend, we're 40x cheaper than the current solution for the same output. OneTrust and Workiva handle ongoing reporting workflow — neither does the initial gap assessment that must happen first. 3,000 mid-market EU companies hit their first CSRD deadline in 2026. That's the entire addressable market for this version. After that it becomes a smaller recurring market for companies entering future phases. We know the window. We're not pretending it's bigger than it is.”

Real deadline, tiny window, zero moat, incumbents will give this away to win the real compliance budget.

5/10
29d ago
82
NEEDS WORKFree Triage

“Independent insurance adjusters (IAs) are 1099 contractors who handle claims for multiple carriers simultaneously. They are paid per closed claim — typically $300–600 per file. Every hour spent writing the narrative summary report that closes a claim is an hour they're not opening new ones. The average IA writes 8–12 of these reports per week, spending 45–90 minutes each. That's up to 18 hours a week on documentation for someone whose income scales directly with volume. The report format is dictated by each carrier and is formulaic: coverage verification, liability analysis, damages summary, reserve recommendation, coverage position. The inputs — field notes, photos, recorded statements, repair estimates — already exist in digital form. The output is a structured Word document uploaded to the carrier's portal. We turn those inputs into a carrier-formatted draft in under 4 minutes. The IA reviews, edits, signs. No carrier approval required, no IT integration, no enterprise sales cycle. The IA uploads the same file they always upload. We never touch the carrier's systems. Buyer is the IA directly. $79/month. No approval chain. They expense it against their 1099 income as a business tool. At 10 extra claims closed per month — conservative given 18 hours recovered — payback is immediate. Distribution: 3 Facebook groups (Independent Adjusters Professionals, Storm Adjusters Network, Daily Claims) total 47,000 members who actively discuss productivity tools. No conference budget needed. These are people already complaining about report writing in public. No AI company is targeting IAs because the market looks small. 150,000 active IAs in the US is not small — it's just unglamorous. The carriers they serve have no incentive to build this for them. The enterprise claims platforms (Xactimate, Symbility) are sold to carriers, not adjusters. The IA is structurally orphaned from the tools budget.”

Strong ROI, but trust is the product, prove zero costly mistakes before independent adjusters risk their carrier relationships.

5/10
29d ago
83
NEEDS WORKFree Triage

“Every US hospital billing department employs 'denial management' specialists whose only job is to appeal rejected insurance claims. The average hospital loses 3–5% of net revenue to unrecovered denials. The work is formulaic: pull the EOB, identify the denial code, match it to the correct appeal template, attach the clinical notes, refile within the payer's deadline. It is document assembly with a clock on it. Existing AI medical billing tools (Waystar, Olive, Availity) are sold to hospital CFOs on 2-year enterprise contracts and take 9 months to implement. They don't sell to the 6,000 independent physician practices and specialty groups (5–50 providers) who collectively process $180B in claims annually and run denial management on spreadsheets and shared inboxes. We sell directly to the billing manager, not the CFO. $299/month flat, no contract, connects to whatever PM software they already use (AdvancedMD, Kareo, athenahealth) via read-only API. Identifies denied claims, generates the appeal letter in the correct payer-specific format, and files it before the deadline. No implementation project. No IT involvement. The distribution channel that the enterprise vendors structurally cannot use: medical billing associations (AAPC has 200,000 members, HFMA has 70,000). Billing managers, not CFOs, are the buyers. A $500 conference sponsorship reaches more qualified buyers than a $50,000 enterprise sales rep. Why now: CMS issued updated denial appeal regulations in January 2025 that changed the required format and deadline windows for Medicare Advantage plans — the fastest-growing payer category. Every practice using a manual process is currently non-compliant with the new format requirements and doesn't know it.”

Real wedge, wrong buyer, win on urgent compliance before enterprise vendors wake up.

5/10
29d ago
84
NEEDS WORKFree Triage

“Roast my iOS app. It's called In Progress. Here's everything about it: It's a local audio player for iPhone. You pay €1.99 once and that's it — no subscriptions, no accounts, no cloud, no ads. It plays audio files stored on your phone. That's basically it. The people who use it are musicians who get demos sent via WhatsApp and need somewhere to put them. The entire premise is "what if your Files app but slightly less terrible." The UI is neumorphic — soft shadows, raised buttons, spinning reels, the whole thing. It looks like a Teenage Engineering product had a baby with a cassette tape. The font is SF Mono, everything is in caps, the accent color is orange. Features include: folder and playlist organization, a key detection tool that tells you what musical key your track is in, a transpose tool that shifts the pitch of your file offline, a loop section where you set A and B points to repeat a chunk of a song, playback speed control, and CarPlay support. It has 188 downloads, all 5-star reviews, and has been live for one month. The developer is a 25-year-old lawyer trainee from Portugal who built it because he couldn't find what he needed and used AI to fill in the gaps. Now roast it. Be brutal. Don't hold back.”

Great musician tool, tiny niche, tiny price, you built a beautiful sidekick, not a business.

5/10
1mo ago
85
NEEDS WORKFull Panel

“What Tovira is A WhatsApp assistant for UAE solo real estate agents. No app, no CRM, no dashboard. What Tovira solves UAE solo agents lose deals to forgotten follow-ups, not competitors. They work in WhatsApp between viewings — CRMs that require a laptop don't fit how they actually work, so they get abandoned within 60 days. What Tovira does Captures leads from forwarded Bayut/Property Finder/WhatsApp messages — extracts name, phone, budget, requirements automatically Transcribes voice notes after viewings in English/Arabic/Hindi/Urdu/Tagalog Tracks promises made in conversations ("I'll send the brochure Friday") and reminds you before you forget Reminds you about confirmed viewings on a 4hr / 1hr / 10min ladder Alerts you when leads go cold (24hr for VIPs, 48hr for hot leads, 5 days for standard) Answers pipeline questions in plain English ("who's hot in Marina under 5M", "what did Sarah say last week") Matches new listings to leads in your pipeline automatically Generates a daily morning briefing of what needs your attention”

AIREA OS already ships 80% of this in your exact market — your survival depends on whether Hindi/Tagalog transcription is a wedge or a feature request they'll fill in 90 days.

4.8/10
13d ago
86
NEEDS WORKFull Panel

“The Startup Video Press Release Builder an interactive , AI assisted SaaS platform empowers founders to instantly transform complex startup stories into articles for traditional and social media, audio jingles for radio and podcast advertising, narrated videos like taking business cards or product sales sheets, press releases and more without needing any editing expertise. Designed for rapid distribution, it streamlines the creation of shareable video assets that capture attention and drive media coverage more effectively than traditional text-only announcements.”

You're building a feature bundle competing against The PR Builder's distribution moat and Elai.io's video quality — with zero distribution of your own.

4.8/10
15d ago
87
NEEDS WORKFull Panel

“sales activity tracker that gives points for all sales related activites, CRM only tracks the big stuff but the small stuff matters too, points for cold calls, points for demos, points for sales, all goes on a team leaderboard to drive competition”

TrackScore already ships your exact product; you're bringing a leaderboard to a leaderboard fight.

4.8/10
16d ago
88
NEEDS WORKFull Panel

“A microSaaS that connects to a fintech or financial company’s database/API and detects unusual patterns: abnormal amounts, unusual frequency, suspicious locations, or sudden behavior changes.”

You're selling a smoke detector to a building that already has a sprinkler system, a fire department, and a moat full of water.

4.2/10
16d ago
89
NEEDS WORKFree Triage

“An AI-powered "Mental Load Manager" for couples and busy adults, tentatively called "Adulting Assistant". The Core Problem: Traditional lifestyle and home management apps suffer from extreme friction—people hate manually filing fields, tracking data, dispersed note taking and playing the "nagging project manager" at home. The mental load of managing a household (maintenance, deadlines, bills, pet/kid logistics) usually falls on one partner, causing friction and burnout. How it works: The Braindump (Voice-First Input): The user does a pure audio or text dump whenever they are stressed (e.g., "We need to do the car registration by June 15th, Ivan should handle it because I did it last year, and the living room AC is leaking, we need a technician before next week"). The Agentic Parser: An LLM wrapper takes this chaotic stream of consciousness, sanitizes it, and maps it into predefined, rigid database sectors (Home, Auto, Logistics, Deadlines). The Trust Buffer: It extracts tasks, assigns a "mental load score," and generates a preview card for the user to confirm with one click (protecting against AI hallucinations). Auto-Assign & Equalizer: It automatically delegates the task to the partner via smart routing rules or workload balancing, shifting the "nagging" from the spouse to the software. It includes a dashboard showing the real distribution of mental load vs. actual execution.”

Sharp insight, but unless the score changes behavior without starting fights, it becomes nagging software with prettier charts.

4/10
1h ago
90
NEEDS WORKFree Triage

“A SaaS for coworking and study with me streamers. Gives them an OBS overlay and an interface for starting pomodoros for projects. Each project can have a theme, eg a forest. When a user completes a pomodoro, a new item grows, eg a new tree appears. These will pop into place IN REALTIME on their OBS overlay. As new trees or buildings are added depending on the themes, the world slowly comes alive and is full of Easter eggs for large numbers of pomodoros complete on a project. Certain items can only be unlocked if completing a pomodoro in a pro plan. Leaderboard exists, and can contain links to users twitch or YouTube. Currently these streamers just show a simple pomodoro overlay but no world, and they buy that for like €5 off Etsy”

Cute product, tiny market, and €5 Etsy overlays make recurring pricing feel uphill without proof streamers crave persistent worlds.

4/10
15h ago
91
NEEDS WORKFree Triage

“NetAudit AI (Automated Network Config Forensics) The Market: Mid-to-enterprise level tech companies, managed service providers (MSPs), and IT auditing firms managing massive network topologies. The Problem: In large corporate environments, network engineers are constantly changing router configurations, updating static routing tables, modifying DHCP scopes, and altering DNS zones to support new microservices. When a network goes down or a security breach happens, it takes a massive team hours or days of manual forensic digging through massive, text-heavy Cisco configuration files just to find out who changed what protocol, when it happened, and why a specific rip or static route is dropping packets. The Product (The SaaS): A native DevOps/IT utility tool. Network engineers upload or paste their standard Cisco router/switch configuration scripts, or plug in a live webhook from Cisco Packet Tracer/Network management systems. The software acts as a Forensics Engine. It automatically parses the raw configuration text, runs a strict anomaly detection algorithm, maps out a visual blueprint of the topology, and instantly flags vulnerabilities (e.g., mismatched routing protocols, unsecured ports, or overlapping IP scopes). The Collaboration Deck: Instead of swiping on movies or opinions, engineers use the interface to quickly review flagged network anomalies. They can click a flag, instantly see a human-readable visual breakdown of the structural failure, tag a teammate to fix it, and export an audit-ready compliance report.”

Good problem, commodity product, and workflow gravity will kill a standalone upload tool.

4/10
1d ago
92
NEEDS WORKFree Triage

“The Target Customer: HR Departments, Scrum Masters, and Remote/Hybrid Tech Companies (Companies that use Slack or Microsoft Teams). The Problem: Remote teams have terrible engagement. "Virtual Happy Hours" over Zoom are incredibly awkward. People sit in silence or text on their phones. Traditional icebreakers (like reading a bulleted list of facts) feel like a chore. The Product (Your SaaS): A real-time, browser-based team icebreaker. The meeting host logs into your dashboard, selects a "Decks" category (e.g., Debatable Food Opinions, Workplace Tropes, or Retro Gaming Nostalgia), and hits "Launch Game." The host shares their screen on Zoom/Teams, which shows a live leaderboard. The employees scan a QR code or click a text link on their phones to jump in with zero signup friction. They start swiping right/left on rapid-fire cards. The moment two or more teammates "Match" on a ridiculous opinion (e.g., both swiped right on "Pineapple belongs on pizza" or "I work better in pajamas"), the screen flashes a real-time notification, instantly creating an organic conversation starter.”

Great interaction gimmick, but without native Slack distribution, this dies as another HR novelty app.

4/10
1d ago
93
NEEDS WORKFree Triage

“A Slack app that turns your team's recurring standup messages into a weekly digest with blockers highlighted and auto-assigned follow-ups. No meeting needed. $8/user/month.”

Real pain, thin wedge, and $8 pricing kills it before remote teams care enough to switch.

4/10
2d ago
94
NEEDS WORKFree Triage

“A Slack app that turns your team's recurring standup messages into a weekly digest with blockers highlighted and auto-assigned follow-ups. No meeting needed. $8/user/month.”

Useful pain, but you are charging premium SaaS prices to replace a free ritual teams already tolerate.

4/10
2d ago
95
NEEDS WORKFree Triage

“A Slack app that turns your team's recurring standup messages into a weekly digest with blockers highlighted and auto-assigned follow-ups. No meeting needed. $8/user/month.”

Good feature, bad product, Slack already does enough and teams will not pay $8 to switch standup habits.

4/10
2d ago
96
NEEDS WORKFree Triage

“A Slack app that turns your team's recurring standup messages into a weekly digest with blockers highlighted and auto-assigned follow-ups. No meeting needed. $8/user/month.”

Lead with task routing, standup automation is crowded, cheap, and too weak a painkiller for $8 per user.

4/10
2d ago
97
NEEDS WORKFree Triage

“A Slack app that turns your team's recurring standup messages into a weekly digest with blockers highlighted and auto-assigned follow-ups. No meeting needed. $8/user/month.”

Useful wedge, but digest-only loses to Slack-native habits and cheaper bots before $200 teams feel enough pain.

4/10
2d ago
98
NEEDS WORKFree Triage

“A SaaS for freelance designers to send proposals and get paid. Clients can approve the proposal and pay in one click. Includes contract templates and revision tracking. $19/month.”

Good problem, crowded aisle, free bundles already won unless you solve a sharper pain than proposals and payments.

4/10
2d ago
99
NEEDS WORKFree Triage

“Stockport: behavioural firewall for long term retail investor. Lock your thesis, track and define signal, hold or exit on evidence. Close the behaviour gap that almost all retail investor pays i.e gap between what your stock picks earn and what your money compounds at.”

Real pain, but the buyers who need discipline most will override it, and cheaper autopilot already exists.

4/10
2d ago
100
NEEDS WORKFree Triage

“A SaaS for freelance designers to send proposals and get paid. Clients can approve the proposal and pay in one click. Includes contract templates and revision tracking. $19/month.”

Useful workflow, but freelancers already patch this together cheaply, and $19 subscriptions lose to tools already eating their wallet.

4/10
2d ago
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Real pain, thin moat, supermarkets may buy the workflow, not the AI.

5/10
28d ago