What Yellow.ai does well
Established in India + Middle East. Large enterprise sales motion. Hindi + Arabic dialect coverage.
honest comparison
Fahmix AI vs Yellow.ai.
Yellow.ai conversational ai for enterprise cx (india + middle east focus). Here's where they're a better choice than us â and where we're a better choice than them. We score against our own matrix so you can argue with it.
5/6dimensions where Fahmix AI winsour matrix · open to dispute
1/6dimensions where Yellow.ai winsreasons to pick them
0/6tiescommodity feature parity
What each side gets right.
Where Yellow.ai misses
Architecture predates the LLM era â much of the conversational stack is intent-classifier-based, not LLM-native. Slower to integrate frontier model improvements. Per-conversation pricing.
Where Yellow.ai beats us
Existing enterprise relationships in India + MENA. Hindi support is decent. SI partner network.
The matrix â argue with it.
We mark a row "Fahmix AI" where we believe we beat them today, "Yellow.ai" where they beat us today, and "Tie" where it's commodity parity.
| Capability | Fahmix AI | Yellow.ai | Edge |
|---|---|---|---|
| LLM-native architecture | Mastra + Gemini 3.1 Pro + multi-model router | Hybrid (legacy intent + LLM overlay) | Fahmix AI |
| Native Banglish | Day-1 + CI eval | Hindi yes; Banglish weaker | Fahmix AI |
| Hindi quality | Hinglish strong; pure Hindi competitive | Strong pure Hindi | Yellow.ai |
| Voice agent | Gemini Live + Chirp 3 cascade | Has voice; older stack | Fahmix AI |
| Pricing transparency | Public pricing + ROU clawback | Sales-led, opaque | Fahmix AI |
| Time to first conversation | < 1 hour self-serve | Weeks (SI partner led) | Fahmix AI |
Pick the one that fits.
Pick Yellow.ai ifâŠ
- You already have a Yellow.ai contract and SI partner
- Pure Hindi voice quality is your #1 priority
Pick Fahmix AI ifâŠ
- You want LLM-native architecture and < 1h onboarding
- You serve code-mixed dialects (Banglish, Hinglish, Khaleeji)
- You want transparent pricing without an SI implementation
More comparisons
try it free
Run Fahmix AI on your own conversations.
First 100 ROUs are free. If we lose against Yellow.ai for your use case, you'll see it inside an hour.