- Fragmented Access & Vendor Lock-in – every model has a unique API, rate limit and billing model. - Invisible Cost Overruns – multiple subscriptions + per-token fees make spend hard to track. - Rapid Model Turnover – better (or cheaper) models appear monthly; keeping current is a full-time job. - Skill Gap for Non-engineers – most users can’t evaluate or integrate the “best” model for each task.
- One Subscription, All Models – unlock >30 models and automatically get new releases within days. - Smart Routing & A/B Compare – side-by-side outputs identify the highest-quality or lowest-cost model, then auto-route future calls. - Agent Library & File Upload – drop a PDF or select an agent; get structured insights without writing code. - Up-to-80 % Cost Saving – unified credits + usage analytics keep budgets predictable.

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