The TL;DR: AutoRFP.ai bundles the AI writer into the product. qlows externalizes it — your AI (Claude, Cursor, ChatGPT, whatever) does the writing, and qlows delivers the grounded context. Both are valid bets; the right one depends on whether you want vendor-locked AI quality or AI-vendor flexibility.
The feature-by-feature reading.
13 rows · 4 groups| The reading | qlows | AutoRFP.ai |
|---|---|---|
| 01. Approach. | ||
| Core philosophy | Preparation-First (BYO AI) | AI-generated responses (built-in) |
| AI lock-in | None — MCP-native | Built-in AI writer |
| Best for team size | 5–50 | 10–100 |
| 02. RFP-specific. | ||
| Auto-extracts compliance grid from PDF | ||
| Wired-RFP detection (Tailoring score) | ||
| Q-Routing via magic link | Limited | |
| Library / past-response import | Manual today | |
| 03. AI. | ||
| MCP-native (Claude / Cursor / Windsurf) | ||
| Bring-your-own AI / Model Export | ||
| AI-generated draft built in | ||
| Hallucination control | Grounded prep pack | Library + RAG |
| 04. Pricing. | ||
| Starting price | $99/mo | Custom (est. $400+/mo) |
| Self-serve trial | Free 1 RFP | Trial via sales call |
When AutoRFP.ai is the right choice
- You want a turnkey AI-writes-the-bid experience and trust their model choice
- You have a large library of past responses you want imported
- You don’t want to think about which AI you use — let the vendor decide
- Procurement is fine with a custom-pricing sales cycle
When qlows is the right choice
- You want to use the AI you already pay for (Claude Pro, ChatGPT Team, Cursor)
- You want MCP-native hand-off — the modern protocol for AI context
- Wired-RFP detection (Tailoring score) is genuinely valuable to you
- You want self-serve, $99/mo, cancel anytime
The honest architectural difference
AutoRFP.ai assumes: the AI writer is the product. Get that right, everything follows.
qlows assumes: the prep pack is the product. Get the context right, any decent AI writes a good first draft.
Both are reasonable. AutoRFP.ai will be tighter for teams who want a single-vendor solution. qlows will be tighter for teams who already have AI tooling preferences and don’t want to fight them.
Book a 30-min demo and bring a real RFP — we’ll show you the prep pack qlows produces and you can decide whether your existing AI could write a better draft from it than AutoRFP.ai’s built-in writer would from the same RFP.