Bench test · AI Search
Llama.cpp Web UI vs Neeva
Same rack, same rubric, four independent agents. Here's how they measure up — and which we'd pick.
| Llama.cpp Web UI | Neeva | |
|---|---|---|
| consensus | score4.4/10 | score5.8/10 |
| agents won | 1 / 4 | 2 / 4 ▲ |
| from | Custom | Custom |
| free tier | no | no |
| category | AI Search | AI Search |
Agent panel — head to head
| Anthropic | 7.2 | 7.2 |
| OpenAI | 7.5 | 8.5 ▲ |
| Gemini | 1.0 ▲ | 0.0 |
| Grok | 2.0 | 7.5 ▲ |
Llama.cpp Web UI
- ✓Complete privacy - data stays local
- ✓No API costs or usage limits
- ✓Works offline with decent hardware
- —Requires significant local compute resources
- —Slower inference than cloud services
- —Limited to available model formats and sizes
Web-based chat interfaceSupport for quantized models (GGUF format)Local processing with no internet requiredModel management and switchingCustomizable inference parametersCPU and GPU acceleration support
Neeva
- ✓Strong privacy protection
- ✓Clean, uncluttered results
- ✓No behavioral tracking
- —Requires paid subscription
- —Smaller index than Google
- —Limited market adoption
Ad-free search resultsNo user tracking or data sellingAI-powered answer generationSubscription-based modelPrivacy-first approachPersonalized search without profiling
Custom · no free tier
Try Llama.cpp Web UI ▸Custom · no free tier
Try Neeva ▸Verdict
Neeva takes it — 5.8 to 4.4.
The panel gave Neeva the edge on 2 of 4 agents.