Gleam

Gleam is refreshingly focused: it solves one painful problem—manual data entry from source to EDC—and does it well. As a browser extension that needs zero integrations, it's uniquely low-friction for sites that want to avoid lengthy IT setup or sponsor involvement. The core features—context-aware AI mapping, low-confidence flags, and source traceability—directly address the root causes of data entry errors and audit headaches. Strengths: It saves hours per week, checks work in real time, catches errors before they become queries, and helps spot gaps in source design. The testimonials from a CRC and a Site Director at real trial sites back these claims. The browser-based approach means you can start immediately without sponsor approval, making it accessible to sites of any size. The product is actively improved ('keeps getting better every week'), which suggests a responsive dev team. Weaknesses: Paper/PDF source support is still waitlisted, so sites that rely on paper source documents can't use it yet. There's no mention of offline mode or a desktop app, so you need a browser and internet connection. Deep API integration isn't on the roadmap; if you need programmatic access to custom systems, Gleam won't fit. Also, the AI-driven mapping is only as good as the source data quality, and low-confidence entries still require human review. Where it fits: Ideal for CRCs and site staff who spend hours copy-pasting lab results, vitals, and adverse events into EDCs. Also great for site directors who want to reduce errors, speed up CRF completion, and maintain audit readiness without a big IT project. Where it doesn't fit: Sponsors or CROs needing centralized oversight won't use this directly. Sites that rely heavily on paper/PDF sources must wait. Teams requiring offline access or custom API integrations should look elsewhere. Bottom line: If you're a browser-based research site, Gleam is a low-risk, high-reward addition. Demo it to see if the AI mapping aligns with your EDCs.