Skillsoft Percipio vs Surge AI

Percipio's feature set points entirely inward at an organization's own workforce. The core loop is: AI-powered skills gap analysis produces a real-time capability view, blended learning paths (self-paced, live instructor-led, hands-on) close the gaps, and proficiency data generated from every interaction proves whether it worked. On top of that sit CAISY simulations for practicing judgement, AI-powered authoring so L&D teams can build courses, simulations, and assessments in minutes, an ICF-aligned AI Coach, and a coaching portfolio spanning one-on-one, group, and AI formats. Content depth is broad: leadership and business skills, compliance and ethics, plus Codecademy for Enterprise and expert-led tech training. Surge AI's features point outward at models. Its asset is a vetted expert workforce — doctors, lawyers, engineers, writers — applied to RLHF preference data, adversarial red teaming, and multimodal labeling where professional judgment determines the right answer. Its benchmark portfolio is the differentiator: GDP.pdf for professional PDF comprehension, Riemann-bench for extreme math verification, HANDBOOK.md for long-context policy following (up to 124 pages), and ComplexConstraints, which tests instruction following where constraints are conditional and mutually dependent rather than stated. Both offer SDK/API-adjacent or integration paths, but the overlap ends there: one measures human proficiency, the other measures and improves machine capability.

Neither vendor publishes a price, but the reasons differ, and so does what you should expect on the call. Percipio is classic enterprise SaaS licensing — per-seat or per-user annual contracts negotiated around headcount, content modules, and whether you're buying coaching, Codecademy for Enterprise, or compliance bundles. The buyer is an L&D budget holder, the deal is procurement-shaped, and the vendor itself flags that organizations under 50 users and anyone wanting publicly listed pricing before contacting sales are a poor fit. Surge AI's pricing is services-and-data shaped rather than seat-shaped: you're paying for expert human hours on RLHF, red teaming, and custom labeling, plus access to post-training runs on expert-built evaluation data and complex RL environments like EnterpriseBench, CoreCraft, and its MCP-native environments. That means minimum project scope matters more than list price, and Surge is explicit that teams without budget or a scoped pilot shouldn't bother with the sales call. Practically: Percipio lands in an HR/L&D line item and scales with employee count; Surge lands in an R&D or data budget and scales with annotation complexity and expert seniority. Comparing the two numbers is meaningless — they aren't priced against each other and wouldn't be quoted by the same department.