Real problems, validated by AI, backed by real people. The community decides what gets built next.
Dev-ops engineers managing Terraform state across multiple AWS accounts have to switch roles constantly and lose track of which account owns which resource. A unified cross-account resource graph with cost attribution would save hours of context switching every week.
600M to 1.2B dollars
Indie iOS app developers struggle to understand why App Store reviews drop a star after an update. No tool clusters reviews by feature change in the release notes and tells the developer which change is the likely cause.
100 to 250 million dollars
Personal finance apps like Mint are dying and YNAB is too opinionated. Millennials in their thirties want a simple envelope budgeting tool that actually connects to European and Canadian bank accounts, not just US ones. Existing options either require manual CSV imports or cost forty dollars per month.
200 to 500 million dollars
Restaurant owners running Toast POS cannot easily tell which menu items drive delivery platform ratings down. A unified Toast plus DoorDash plus Uber Eats review analyzer that maps complaints back to menu items would save hours of reputation work.
250 to 500 million dollars
Product managers spend five hours per week writing release notes by hand because Jira tickets are too terse and GitHub PR descriptions too technical. A tool that synthesizes both into customer-ready changelog entries, respecting the team voice, would be a clear win.
200 to 500 million dollars
Solo founders selling on Gumroad or Lemon Squeezy run quarterly tax estimates by hand because Bench is too expensive and QuickBooks is overkill. A self-serve estimated-tax calculator that syncs with Stripe and transitions to a human CPA at year end would be a clean wedge.
150 to 350 million dollars
Physical therapists tracking patient recovery across sessions rely on paper notes or clunky EMRs. A simple voice-to-structured-note iPad app that captures range of motion, pain levels, and exercises would save fifteen minutes per patient.
300 to 600 million dollars
Online course creators on Teachable and Kajabi cannot tell which lessons students give up on because analytics only show completion percentage. A drop-off heatmap plus video analytics would let creators rewrite the lessons that actually fail.
80 to 200 million dollars
Parents of toddlers spend twenty dollars per month on three different screen-time apps because Apple Screen Time is too permissive and existing blockers do not work across iPad, Android, and Chromebook simultaneously. A single cross-device family dashboard with parental override would replace all of them.
100 to 300 million dollars
Municipal governments run public comment systems during zoning changes but drown in thousands of near-duplicate emails. Clerks read every one manually because skipping any is a legal risk. A tool that clusters comments by unique concern and produces a public summary would let clerks respond faster and transparently.
50 to 150 million dollars
Businesses, Agencies, and Consultantcies need to trying to build software platforms, but they're stuck with Lovable and Base44 — The platforms break at scale, they lack agents and planning for the AI to generate these platforms correctly, or they are stuck outsourcing to a dev agency.
$4–8B SAM — AI app builders + dev agency displacement for B2B teams
Sub-$1M revenue US businesses need to Open a business credit card and manage spend, but they're stuck with Bill.com and Expensify — both widely hated — Per-host billing produces unpredictable five-figure invoices.
$6B+ SAM — US sub-$1M revenue SMB spend management + card issuance
Dev-ops engineers managing Terraform state across multiple AWS accounts have to switch roles constantly and lose track of which account owns which resource. A unified cross-account resource graph with cost attribution would save hours of context switching every week.
600M to 1.2B dollars
Indie iOS app developers struggle to understand why App Store reviews drop a star after an update. No tool clusters reviews by feature change in the release notes and tells the developer which change is the likely cause.
100 to 250 million dollars
Personal finance apps like Mint are dying and YNAB is too opinionated. Millennials in their thirties want a simple envelope budgeting tool that actually connects to European and Canadian bank accounts, not just US ones. Existing options either require manual CSV imports or cost forty dollars per month.
200 to 500 million dollars
Restaurant owners running Toast POS cannot easily tell which menu items drive delivery platform ratings down. A unified Toast plus DoorDash plus Uber Eats review analyzer that maps complaints back to menu items would save hours of reputation work.
250 to 500 million dollars
Product managers spend five hours per week writing release notes by hand because Jira tickets are too terse and GitHub PR descriptions too technical. A tool that synthesizes both into customer-ready changelog entries, respecting the team voice, would be a clear win.
200 to 500 million dollars
Solo founders selling on Gumroad or Lemon Squeezy run quarterly tax estimates by hand because Bench is too expensive and QuickBooks is overkill. A self-serve estimated-tax calculator that syncs with Stripe and transitions to a human CPA at year end would be a clean wedge.
150 to 350 million dollars
Physical therapists tracking patient recovery across sessions rely on paper notes or clunky EMRs. A simple voice-to-structured-note iPad app that captures range of motion, pain levels, and exercises would save fifteen minutes per patient.
300 to 600 million dollars
Online course creators on Teachable and Kajabi cannot tell which lessons students give up on because analytics only show completion percentage. A drop-off heatmap plus video analytics would let creators rewrite the lessons that actually fail.
80 to 200 million dollars
Parents of toddlers spend twenty dollars per month on three different screen-time apps because Apple Screen Time is too permissive and existing blockers do not work across iPad, Android, and Chromebook simultaneously. A single cross-device family dashboard with parental override would replace all of them.
100 to 300 million dollars
Municipal governments run public comment systems during zoning changes but drown in thousands of near-duplicate emails. Clerks read every one manually because skipping any is a legal risk. A tool that clusters comments by unique concern and produces a public summary would let clerks respond faster and transparently.
50 to 150 million dollars
Businesses, Agencies, and Consultantcies need to trying to build software platforms, but they're stuck with Lovable and Base44 — The platforms break at scale, they lack agents and planning for the AI to generate these platforms correctly, or they are stuck outsourcing to a dev agency.
$4–8B SAM — AI app builders + dev agency displacement for B2B teams
Sub-$1M revenue US businesses need to Open a business credit card and manage spend, but they're stuck with Bill.com and Expensify — both widely hated — Per-host billing produces unpredictable five-figure invoices.
$6B+ SAM — US sub-$1M revenue SMB spend management + card issuance
Dev-ops engineers managing Terraform state across multiple AWS accounts have to switch roles constantly and lose track of which account owns which resource. A unified cross-account resource graph with cost attribution would save hours of context switching every week.
600M to 1.2B dollars
Indie iOS app developers struggle to understand why App Store reviews drop a star after an update. No tool clusters reviews by feature change in the release notes and tells the developer which change is the likely cause.
100 to 250 million dollars
Personal finance apps like Mint are dying and YNAB is too opinionated. Millennials in their thirties want a simple envelope budgeting tool that actually connects to European and Canadian bank accounts, not just US ones. Existing options either require manual CSV imports or cost forty dollars per month.
200 to 500 million dollars
Restaurant owners running Toast POS cannot easily tell which menu items drive delivery platform ratings down. A unified Toast plus DoorDash plus Uber Eats review analyzer that maps complaints back to menu items would save hours of reputation work.
250 to 500 million dollars
Product managers spend five hours per week writing release notes by hand because Jira tickets are too terse and GitHub PR descriptions too technical. A tool that synthesizes both into customer-ready changelog entries, respecting the team voice, would be a clear win.
200 to 500 million dollars
Solo founders selling on Gumroad or Lemon Squeezy run quarterly tax estimates by hand because Bench is too expensive and QuickBooks is overkill. A self-serve estimated-tax calculator that syncs with Stripe and transitions to a human CPA at year end would be a clean wedge.
150 to 350 million dollars
Physical therapists tracking patient recovery across sessions rely on paper notes or clunky EMRs. A simple voice-to-structured-note iPad app that captures range of motion, pain levels, and exercises would save fifteen minutes per patient.
300 to 600 million dollars
Online course creators on Teachable and Kajabi cannot tell which lessons students give up on because analytics only show completion percentage. A drop-off heatmap plus video analytics would let creators rewrite the lessons that actually fail.
80 to 200 million dollars
Parents of toddlers spend twenty dollars per month on three different screen-time apps because Apple Screen Time is too permissive and existing blockers do not work across iPad, Android, and Chromebook simultaneously. A single cross-device family dashboard with parental override would replace all of them.
100 to 300 million dollars
Municipal governments run public comment systems during zoning changes but drown in thousands of near-duplicate emails. Clerks read every one manually because skipping any is a legal risk. A tool that clusters comments by unique concern and produces a public summary would let clerks respond faster and transparently.
50 to 150 million dollars
Businesses, Agencies, and Consultantcies need to trying to build software platforms, but they're stuck with Lovable and Base44 — The platforms break at scale, they lack agents and planning for the AI to generate these platforms correctly, or they are stuck outsourcing to a dev agency.
$4–8B SAM — AI app builders + dev agency displacement for B2B teams
Sub-$1M revenue US businesses need to Open a business credit card and manage spend, but they're stuck with Bill.com and Expensify — both widely hated — Per-host billing produces unpredictable five-figure invoices.
$6B+ SAM — US sub-$1M revenue SMB spend management + card issuance
17
Problems analyzed worldwide
Businesses, Agencies, and Consultantcies need to trying to build software platforms, but they're stuck with Lovable and Base44 — The platforms break at scale, they lack agents and planning for the AI to generate these platforms correctly, or they are stuck outsourcing to a dev agency.
Sub-$1M revenue US businesses need to Open a business credit card and manage spend, but they're stuck with Bill.com and Expensify — both widely hated — Per-host billing produces unpredictable five-figure invoices.
Solo founders selling on Gumroad or Lemon Squeezy run quarterly tax estimates by hand because Bench is too expensive and QuickBooks is overkill. A self-serve estimated-tax calculator that syncs with Stripe and transitions to a human CPA at year end would be a clean wedge.
Restaurant owners running Toast POS cannot easily tell which menu items drive delivery platform ratings down. A unified Toast plus DoorDash plus Uber Eats review analyzer that maps complaints back to menu items would save hours of reputation work.
Indie iOS app developers struggle to understand why App Store reviews drop a star after an update. No tool clusters reviews by feature change in the release notes and tells the developer which change is the likely cause.
Physical therapists tracking patient recovery across sessions rely on paper notes or clunky EMRs. A simple voice-to-structured-note iPad app that captures range of motion, pain levels, and exercises would save fifteen minutes per patient.
Online course creators on Teachable and Kajabi cannot tell which lessons students give up on because analytics only show completion percentage. A drop-off heatmap plus video analytics would let creators rewrite the lessons that actually fail.
Parents of toddlers spend twenty dollars per month on three different screen-time apps because Apple Screen Time is too permissive and existing blockers do not work across iPad, Android, and Chromebook simultaneously. A single cross-device family dashboard with parental override would replace all of them.
Product managers spend five hours per week writing release notes by hand because Jira tickets are too terse and GitHub PR descriptions too technical. A tool that synthesizes both into customer-ready changelog entries, respecting the team voice, would be a clear win.
Dev-ops engineers managing Terraform state across multiple AWS accounts have to switch roles constantly and lose track of which account owns which resource. A unified cross-account resource graph with cost attribution would save hours of context switching every week.
Personal finance apps like Mint are dying and YNAB is too opinionated. Millennials in their thirties want a simple envelope budgeting tool that actually connects to European and Canadian bank accounts, not just US ones. Existing options either require manual CSV imports or cost forty dollars per month.
Municipal governments run public comment systems during zoning changes but drown in thousands of near-duplicate emails. Clerks read every one manually because skipping any is a legal risk. A tool that clusters comments by unique concern and produces a public summary would let clerks respond faster and transparently.