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by Jorden Williams
Jorden says the hardest part of any conversational AI deployment, whether the customer does 100 calls a day or 20,000, is the observation and ongoing deployment maintenance. Businesses also struggle...
by Fernando Jia
Enterprises must either share proprietary data with frontier AI labs and risk losing competitive advantage, or overspend on inferior custom AI wrappers to keep control of their data.
by Olumide Alade
Lagos, Lagos
The problem is clearly identified as the manual management of auto repair workshops, leading to inefficiencies and lost revenue.
by Todd Waldemar
VA
Commerce and security in restricted environments (e.g., military bases) are broken: manual/inconsistent credentialing, low courier success rates, no valid addresses, navigation blind spots, high cart...
by Parth Shah
Writers lack a single platform to find work, apply, and get hired; income instability for writers.
by Bayo Adebogun
Houston, Texas
Access barriers and incomplete follow-through leave care unfinished; healthcare has an execution gap, with waste of $760B-$935B (about 25% of US healthcare spending).
by Kriti Pinto
Chicago, IL
by Ayush Patel
Recruiters are flooded with AI-optimized resumes — every job seeker pastes the job description into an AI tool, generates a perfect resume and uploads it — so recruiters cannot judge who the right...
by Nyah Check
San Francisco, CA
AI agents act with production credentials, but nothing decides each action and nobody can say who authorized it.
by Orel Zion
AI made developers fast, making the designer the bottleneck. On mobile teams every design ships twice, once for iOS and once for Android, and handoff between designer and developer is broken.
by Tyler Ray
Seattle, WA
Web3 builders struggle to launch apps, websites, and tokens quickly; developer scarcity and high fraud/scam risk.
by Umer Asif
Fragmented, inflexible lighting market forcing compromises on price, design, installation, and functionality.
by Guy Mounier
New York, NY
Enterprise buying goes through too many hands and takes too long, and often stalls into no decision because the buying committee cannot agree on a vendor; that wastes money on both sides, especially...
by Ibrahim Ogunsetan
by Ryan
Millions of independent workers and SMBs lack access to affordable, embedded benefits.
by RPS.GAME
High barriers and costs to set up and operate online casinos: marketing, licensing (up to $30k per jurisdiction), and expensive software. Players must beat the house; many games are perceived as...
by Botco.ai
Drug development faces high failure rates, complex FDA/EMA regulatory requirements, patient recruitment and retention challenges in clinical trials, safety monitoring and compliance burdens, and...
by Darian Barnett
Las Vegas, NV
Manual, untracked referral payments creating wasted spend and lack of ROI for foot-traffic businesses.
by Brian Behm
Austin, TX
Productions bleed budget and time on crowds and set continuity: casting bottlenecks, wardrobe shortages, weather, reshoots, and manual continuity fixes drive significant delays and cost overruns.
by Vedran Balagovic
Custom character animation is expensive ($500–$5,000+ per asset) and slow; DIY tools like Rive/After Effects have steep learning curves; current AI tools lock users into hosted video URLs without...
by Zachary Farris
Lewes, DE
Private real estate lenders rely on untrusted photos and manual checks, leading to fraud and slow approvals.
by balu ks
No existing app or facility for independent access to health insurance details in the UAE; hospitals must use multiple insurer portals; laborers lack access in their own language.
by Parth Barot
Decision fatigue for grocery and meal selection; consumers spend significant time and money deciding what to eat.
by Mikolaj Radoszewski
Public keys exposed on public blockchains could let a sufficiently capable quantum computer recover private keys; chain migration to post-quantum security takes time.
by Fahad Hossain
New York
Fundraising and investor relations workflows for alternative asset managers are manual, fragmented, and inefficient.
by Patrick Kamau
Nairobi, Nairobi
Millions of Kenyans lack affordable internet; mobile data is expensive and fixed ISPs skip underserved areas.
by Alex Hochberger
Florida
Legacy corporate systems and financial rails do not natively connect to blockchain infrastructure.
by Dmitry Romantsov
Unstructured legal intake creates high preparation overhead and incomplete materials before attorney engagement.
by Karen Laing
The maternal and infant care system faces surging demand but lacks infrastructure. Providers spend 40%+ of their time on non-billable admin work, use multiple disconnected tools, and miss significant...
by Vu Hoang Anh
Public data is published in many messy formats with no shared schema (ZIPs, GRIB, PDFs, CSVs), making it expensive and slow for teams to build reliable ML training datasets and production endpoints.
by Mujtaba Kağan
London
Financial systems are fragmented, reactive, and lack real-time intelligence, leading to significant financial losses.
by David Omungala
Knowledge workers are drowning in data but starving for insight; existing AI tools increase speed but not insight.
by Corey Martin
Difficulty converting AI prototypes into flight-ready embedded systems due to SWaP-C constraints, V&V, cybersecurity and traceability requirements.
by Micah Mac Martey Mensah
Accra, Ghana
Property managers in Africa face fragmented systems, poor integration, tenant screening challenges, and inefficient maintenance tracking; significant manual workload causes lost tenants and revenue.
by Ami Kasai
The deck identifies significant structural issues in the Japanese Adult Video (JAV) industry, such as economic exploitation and lack of rights for performers, which are specific and urgent problems.
by VedranBalagovic
Founders are blind to their own UX; traditional user testing is slow and costly; ~75% of new users churn in 72 hours due to first-run friction not caught by QA.
by Sundeep Kumar
Singapore
Current AI suffers from context loss and stateless interactions; intellumia aims to solve by building a personal AI twin with persistent graph memory.
by Craig Butler
Baltimore, MD
Information is captured across many tools and formats (AI chats, PDFs, notes, voice memos) and becomes hard to retrieve; AI conversations vanish when tabs close; tools are fragmented and unconnected.
by James Pogreba
by Bar Gvili
Land investment is a broken, fragmented system involving many intermediaries (lawyers, appraisers, surveyors, brokers, etc.), costing $10K–$15K and taking 90+ days.
by Grigoriy Kim
The deck identifies a significant problem in the addiction recovery space, highlighting the gap between treatment and long-term recovery support. It emphasizes the prolonged recovery period and the...
by Dmitrii Stucalschi
Creators’ identities, reach, and archives are mediated by platform operators; independently verifiable, permanent public records are not guaranteed.
by Michael Oster
Global freshwater scarcity across agriculture, industry, and cities; reverse osmosis is expensive, energy-intensive, slow to permit, and environmentally challenging.
by Ronak Kumar Samantray
Demand for compute and storage in orbit: time-sensitive inferencing over large areas of Earth, and mission-critical data storage for defense and BFSI.
by Erik Akerstrom
Real estate remains highly manual (paper, Excel, PDFs, WhatsApp), leading to frequent mistakes and missed follow-ups. High agent burnout/attrition (50% quit in first year; 88% within 5 years).
by Nir Katchinskiy
Edmonton, Alberta
Eye floaters affect 52% of adults and there is no approved non-surgical treatment; options are invasive vitrectomy or off-label YAG laser vitreolysis with safety and efficacy concerns.
by Teboho Mofokeng
Africa's automotive economy is fragmented: dealers, fleets, finance, insurers, workshops and logistics providers operate in disconnected systems, causing manual handoffs, slow transactions and siloed...
by Raghu Bala
Santa Ana, CA
Lack of trust, identity and transaction rails for autonomous AI agents operating across enterprises.
by Ronak Kumar Samantray
Lack of low-latency, in-orbit compute and mission-critical storage for time-sensitive geospatial and defense/finance use cases.
by Fabrizio Dodaro
Milan
Employees put company data at risk using public AI (shadow AI); data leaves company control with no governance visibility.
by Nitesh Baskaran
Bangalore
Textbooks and corporate training underuse images because custom illustration is slow and expensive, leaving many micro-concepts abstract and reducing comprehension and retention. Learners must...
by Enes Gadi
Samsun
Mobile UX audits are subjective and current tools are limited to web; there is a lack of objective, reproducible, engineering-validated UX checks for native mobile apps.
by Benjamin Shahin
Lack of information integrity and trust operations on global social platforms, including manipulation by bots and foreign actors.
by Sina Mostafazadeh
by Osarenren Isorae
Enterprises deploying autonomous AI agents face prompt injection, PII leakage, agent loops, uncontrolled coordination, and lack of auditability/governance.
by Heerr Shah
Launching consumer products is slow and fragmented: teams spend weeks to months validating, finding suppliers, vetting packaging and managing manual processes across spreadsheets and chat.
by Yusuf Kerim Sarıtaş
Samsun
DJ workflow spends hours searching tracks across platforms; current recommendation systems are listener-focused, not DJ-focused. Spotify Audio Features API shutdown fragmented metadata across sources.
by Williams Bawo Itsoko
by Addison Houston
Post-ITC gap in affordable residential solar adoption due to phasing out of federal tax credits.
by Christopher Moloney
by Luke Svasti
by TravisCrew
The deck identifies two urgent problems: missed calls leading to lost revenue for SMBs and the high cost of private long-context AI inference. Both issues are tied to memory, state, and inference...
by Dan Rowe
Independent distributors lack a digital operating system tailored to their workflows and ordering.
by Tokelo Mahlong
Enterprise AI pilots are costly and slow to integrate with ERP/CRM systems, lack ROI tracking, and are viewed by finance as cost centers. Average cost to integrate a single AI workflow is $2M+ with...
by Shadow Architect
Decision-makers suffer from information poverty and asymmetric access; no platform supports asymmetric, request-response, information-value-oriented interaction, leading to blind spots and high costs...
by Anatolii Khabarov
AI creation is fragmented; creators must stitch together multiple AI tools and pro software.
by Alice Bull
San Francisco, California
Builders ship products but lack the GTM system to convert those products into sustainable businesses.
by Asim Kumar
Invisible AI overlays enable candidates to get answers during live interviews; existing proctoring and detection approaches miss display-layer overlays.
by Travis Crew
Houston, Texas
Institutions lack trust at scale for quantum systems, simulators, and hybrid workflows. Outputs are hard to independently verify; physical QPUs need auditability, replay, and benchmark discipline.
by Jamie Thain
Toronto, Ontario
Traditional software development is slow, expensive, and error-prone; legacy methodologies from the 1970s impede shareholder value.
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Our directory includes 77 startups using the API & Platform business model. They span 43 at PRE SEED, 15 at SEED, 8 at BOOTSTRAPPED, 4 at ANGEL.
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