Explore Problems

Teams deploying AI agents have no systematic way to catch prompt injection, output hallucinations, silent errors, or context rot before they reach users. Existing testing frameworks are not designed for agentic behavior verification. The gap grows as agent deployment accelerates across enterprise workflows.

Wells Fargo and potentially other banks remove digital account records from customer portals while disputes are ongoing, violating Regulation Z periodic statement requirements. This impedes consumers from gathering evidence to support their cases. Legal counsel for the bank further denies access to transaction receipts, leaving customers without recourse.

A borrower's loan servicer permitted an unauthorized third party to change her contact information without proper identity verification, causing her to miss payment and default notices that led to repossession of her vehicle. This reflects a gap in account-change authentication controls at lending institutions that can produce severe, hard-to-reverse consumer harm.

A customer's truck rental reservation appeared confirmed through U-Haul's online booking system, but the vehicle was unavailable at pickup with no alternative offered, despite urgent moving-day needs. This reveals a mismatch between online reservation confirmation and real-time inventory availability, compounded by poor customer service recovery.

After a canceled international wire transfer, a customer's bank credited the refund and then debited the same amount the same day, with support representatives giving contradictory explanations. Customers are left without usable access to their funds and no clear accounting of what happened to the money.

DeFi traders face anxiety when executing swaps due to sandwich attacks, hidden transfer taxes, and unexpected slippage. They want a way to audit a transaction's effects before signing rather than discovering losses after the fact.

Early-stage startups need dozens of ad creative variations to test effectively, but producing that volume while keeping consistent brand voice is exhausting and expensive. Generic AI writing tools generate content fast but can't internalize a brand's specific tone and visual identity. The gap forces founders to choose between volume and authenticity.

GEICO systematically applies 50/50 fault determinations in accidents where one party is not at fault, forcing innocent claimants to absorb costs and repair bills. This practice, reported by auto industry workers, prioritizes insurer profitability over accurate liability assessment.

Online used car platforms sell vehicles with known pre-accident damage — including water ingress and structural issues — without disclosing it on listings or vehicle history reports, then resist providing promised equity checks during trade-ins. Buyers discover damage only after purchase when repair estimates arrive, with no effective pre-purchase verification mechanism and customer service that stalls resolution indefinitely.

MidFirst Bank representatives explicitly told a mortgage borrower not to make regular payments during an administrative account transition, then the account fell into default as a result. Verbal servicer instructions are unenforceable without written confirmation, a structural gap in consumer mortgage protections. This pattern of contradictory instructions and default reporting affects borrowers across servicer transitions.

Residential landlords are seeing insurance premiums spike sharply in 2025-2026, materially eroding rental property cash flow. In some high-risk markets, insurers are withdrawing entirely, leaving landlords with no affordable coverage options. There is no purpose-built tool for landlords to model insurance cost sensitivity in their cash flow projections or benchmark their rates against comparable properties.

Credit card issuers unilaterally reduce credit limits and raise APR on accounts with perfect payment history and no adverse changes, reducing purchasing power without justification. Consumers find dispute submission routes inaccessible or ineffective. This practice is a structural revenue optimization strategy at the direct expense of responsible cardholders.

SMBs using Gusto for payroll face critical bottlenecks when compliance issues exceed the automated UI's capabilities. Human escalation paths are slow and staffed by agents lacking the specialized knowledge to resolve multi-state tax or benefits edge cases. This defeats the core value proposition of eliminating administrative drag.

Mortgage servicers recalculate escrow payments using incorrect property tax figures, resulting in unexplained payment increases that homeowners cannot dispute without lengthy investigation. Homeowners receive no proactive notification of the error source and must independently identify the data discrepancy. Inaccurate tax data cascades into escrow shortfalls that compound over time.

A buyer's vehicle purchased through an online dealer that advertises a 100-point inspection developed check-engine, thermostat, transmission, and engine problems within months, and the extended warranty's rental reimbursement fell far short of what was needed to stay mobile. The gap between marketed inspection standards and actual vehicle condition, plus ambiguous warranty rental terms, leaves buyers stranded and out of pocket.

A user attempting to cancel a Canva free trial found the cancellation flow confusing and frustrating, describing it as overly complicated. This reflects a broader dark-pattern practice in subscription products where cancellation is intentionally harder than signup, causing user frustration and unwanted charges.

Job hunters struggle to tailor resumes and track applications efficiently without sacrificing data privacy to cloud-based SaaS tools. A local-first, offline-capable AI assistant addresses this gap by running models like Ollama locally. Existing competitors require cloud accounts and subscription fees.

Professionals giving video presentations must look down at speaker notes in Presenter View, breaking eye contact with the camera and reducing perceived confidence and engagement. Standard teleprompter apps do not integrate with PowerPoint's existing notes, forcing awkward workarounds. Offline, speech-synchronized note display that overlays Presenter View addresses an unmet gap in the remote-work presentation stack.

Slack's real-time chat model generates excessive notifications that overwhelm users and create implicit pressure to respond immediately. Without aggressive notification management, the tool becomes a constant distraction rather than a productivity aid. This structural friction affects millions of knowledge workers across industries using Slack for team communication.

Microsoft Visual Studio (the full IDE used by .NET and C++ developers) has no official Claude Code plugin while VS Code and JetBrains received official support. Developers using Visual Studio are forced to run Claude in a terminal or rely on community-built workarounds. The gap is confirmed by a GitHub issue with significant community demand.