Explore Problems

AI coding assistants like Claude Code and Cursor optimize for code that compiles, not code that is secure, consistently missing OWASP-class vulnerabilities like magic-byte validation gaps and SVG XSS. Security-focused MCP agents that enforce SDLC checkpoints at key development phases can catch what standard AI coding tools miss. This is a structural gap affecting any team using AI-assisted coding for production systems.

Post-sales and customer success teams spend excessive time manually gathering account context from CRM, support, product, billing, and communication tools. This admin tax prevents proactive account management, leading to silent churn, missed upsells, and inability to monitor account health at scale. The problem is universal in recurring revenue businesses but underserved by accessible, affordable tooling.

Job seekers do not know how to rewrite their resumes to match specific job descriptions and pass Applicant Tracking Systems. Manually editing resumes for each application is time-consuming and most people lack the skills to self-diagnose what is wrong. The friction between a strong candidate and a successful ATS pass creates a large, addressable market.

Small merchants on PayPal, Square, or direct payment accounts face chargeback deadlines with no structured guidance on what evidence wins disputes. Existing solutions either require processor integration or take 20-25% of recovered revenue. A flat-fee, processor-agnostic evidence builder addresses a real and time-sensitive pain.

As professionals run multiple AI agent sessions concurrently, they face compounding context-switch overhead from Slack messages, ad-hoc meeting requests, and agent status updates. No desktop-native orchestration layer exists to accept voice-dispatched task delegation while staying in flow. The problem is new and grows as agentic AI usage becomes standard in knowledge work.

Borrowers who pay off auto loans report lenders providing contradictory statements about whether the title was released electronically, delaying registration renewal. Representatives give inconsistent answers across contacts, and promised title mailings fail to arrive.

Subscription fintech apps bury cancellation behind confusing navigation and ignore emailed cancellation requests, continuing to charge users. Customers who followed the documented process are still billed with no recourse except a bank dispute. FTC click-to-cancel rules exist but enforcement lags actual app behavior.

AT&T and similar carriers withdraw device return charges even when tracking confirms delivery and the carrier has already issued tax refunds proving receipt. Customers face repeated disputes with no automatic resolution path.

After filing a claim with GEICO following an accident, the assigned adjuster made zero contact for over a week. Claimants are passed between agents with no clear answers about their own vehicle. This communication breakdown is a structural failure in insurance claims handling.

After an at-fault collision, the liable party's insurer assigned an adjuster who stopped responding entirely. Victims lack visibility into claim status or escalation paths. This communication gap is widespread in insurance claim handling.

Students report being induced into private loans for unaccredited bootcamps through false job-placement promises, with school staff altering loan applications on their behalf. Victims are left with debt for a program that has since shut down, and pursuing loan discharge under consumer protection rules requires navigating a complex legal process. This exposes weak oversight linking loan servicers, schools, and marketing claims.

Experienced freelancers and agencies are seeing dramatic drops in website traffic and inbound inquiries due to Google algorithm changes and AI-driven search disruption. Professionals with decades of experience are questioning the viability of SEO as a client acquisition channel.

CarMax auction buyers discover post-sale that vehicles have odometer discrepancies between CarMax documentation and independent Carfax reports. The seller refuses remediation months after the fact, leaving buyers with fraudulently priced inventory. Vehicle history transparency and dealer audit tooling address a documented gap in the used-car auction market.

Product builders know when flows feel broken but cannot systematically identify what to fix first without expensive user research or manual testing. AI-powered audit from screen recordings and screenshots can deliver structured, prioritized UX improvement lists with technical signals. This fills the gap between intuition and actionable data for teams without dedicated research resources.

A rideshare driver's van was struck by a truck and submerged in flood water, and weeks later the claim remained open with no total-loss determination, no rental vehicle provided, and no income from driving. When an adjuster finally reviewed the case she initially missed the flood damage entirely, and the mobile app offered only a phone-call contact option the customer could not use after their phone service was disconnected from the resulting financial hardship.

A driver whose policy was activated incorrectly due to the insurer's own system crash was later told, when filing an accident claim, that the report was untimely because of that same error, leaving them driving a wrecked car while the insurer weighed denying the claim. The pattern reflects a broader issue of insurers using their own processing errors as grounds to delay or dispute customer claims.

NewRez stopped disbursing escrow funds for property taxes and insurance without notifying the homeowner. Tax penalties accrued and insurance coverage lapsed before the consumer discovered the failure. Escrow mismanagement at this severity level constitutes a servicer fiduciary breach with no consumer early-warning system.

Extended warranties designed to begin after manufacturer warranty expiration leave consumers without coverage when appliances fail in their first year, since the extended warranty has not yet activated. Retailers, manufacturers, and warranty companies each redirect responsibility to the others, creating a runaround that prevents resolution of electrical safety issues. Consumers need structured escalation tools that simultaneously pressure all parties.

Major auto insurers routinely become unreachable once a claim is filed, leaving policyholders without transportation and repair shops unable to start work. The assigned adjuster fails to approve estimates, and the insurer's claim-tracking tool provides no real status. Customers who have paid loyally for decades discover they have no escalation path when it matters most.

Borrowers with a spotless payment history report being charged foreclosure-related fees after their loan is transferred between servicers, based on inaccurate claims of a prior foreclosure status. The new servicer cannot clearly identify the borrower's original lender or justify the charges, and disputing the error is met with dismissive responses. This reflects a recurring breakdown in payment history and fee accuracy during mortgage servicing transfers.