AskCrew
An AI assistant for non-technical professionals that silently consults multiple top models (GPT, Claude, Gemini) on each question and returns the single best answer with a confidence flag — so you don't need to know which AI to use.
Independent consultants, freelance marketers, and creators who use AI daily but don't want to juggle five subscriptions
- Single chat interface that orchestrates GPT-4o, Claude, Gemini, and others, returning the strongest combined answer
- Per-task model routing: cheap/fast models for drafting, premium models for nuance, vision models for document review
- Confidence and disagreement flags — when models disagree, you see the alternative views side by side
- Cost dashboard showing spend per task and a 'budget mode' that caps premium model usage
The 172-provider LLM access layer (aimux) trending on GitHub shows the engineering plumbing for multi-model routing is maturing; packaging it for non-technical users is the missing consumer layer.
Jenova cites $37B enterprise GenAI spend in 2025 and widespread 'subscription fatigue' across $20-200/mo ChatGPT/Claude/Gemini plans, validating the pain point for non-technical power users.AI Model Aggregator: Unified Access to GPT-5.2, Claude Opus 4.5, Gemini 3 Pro & Grok 4.1 ↗
The space is saturated with near-identical products: Jenova, RouterBase, CollectivIQ (already fuses answers from GPT+Claude+Gemini+Grok), LiteRouter, OpenRouter, and Poe all target the same 'one subscription, many models' wedge.Multi-Model AI Platform | ChatGPT, Claude, Gemini & Grok ↗RouterBase: One API for GPT, Claude, Gemini & 200+ AI Models ↗
AI wrapper economy is real (ChatGPT-PLUS OSS kits, curated freelancer guides) but margins are squeezed by per-query API costs across multiple models and a well-documented user reluctance to pay for thin wrappers on top of ChatGPT Plus.The Rise of the 'AI Wrapper' Economy: Open-Source Kit ChatGPT-PLUS ↗Best AI tools for freelancers 2025 ↗
Aggregators are commodity middleware: OpenAI/Google/Anthropic can (and partly already do) ship multi-model routing natively, and the underlying plumbing (aimux, any-llm, OpenRouter) is open source, eroding defensibility over time.GitHub - mozilla-ai/any-llm ↗aimux/docs/api at master · arcships/aimux ↗
Building is trivial — open-source routing layers (aimux, any-llm, OpenRouter API) and ChatGPT-PLUS-style SaaS boilerplate make a wrapper product buildable in days, though multi-model call costs and latency are real operational headaches.The Rise of the 'AI Wrapper' Economy: Open-Source Kit ChatGPT-PLUS ↗aimux/docs/api at master · arcships/aimux ↗