DecisionsApi vs Needle 3
A side-by-side comparison built from both listings. Blank cells mean the company has not given that detail; we never guess.
DecisionsApi compared with Needle 3
| Detail | 
DecisionsApi | N3
Needle 3 |
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| What it does | Text in. Decisions out.
| Foundation model for mobile, wearables, robots, smart home, automotive and microcontrollers
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| Stage | MVP
| Startup
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| Founded | Not given
| Not given
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| Based in | Not given
| Not given
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| Pricing model | Paid
| Open source
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| Pricing | One-time plans starting at $10 (100,000 credits), $100 (1,000,000 credits), and $1,000 (11,000,000 credits with 10% extra). Credits do not expire.
| Not given
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| Key features | - Structured answers with probability signals
- Online playground for testing models
- Choice, score, and yes-no decision types
- Multiple models available for comparison
- API key management
- Usage and request history tracking
| - Tool calling with function selection and argument filling
- Structured extraction with guaranteed JSON parsing
- Text embeddings for local semantic search and matching
- Confidence scoring for routing and gating calls
- Laddered subnetwork architecture from 2 to 20 layers
- LoRA fine-tuning support for customization
- 400-4k tokens per second inference speed on Raspberry Pi 5
- Python package with pip install and Hugging Face distribution
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| What makes it different | - Multiple decision models in one playground and API
- Structured answers instead of generated text
- Probability signals with confidence scores
| - Beats models 10x its size on mobile tool calling benchmarks
- Matches models 2-3x larger on structured extraction tasks
- Entire model in a single 8-29 MB binary for tiny devices
- Simple Attention Network architecture uses 2x fewer MFLOPs than transformers
- Fine-tuned subnetworks outperform larger models like DeepSeek V4 Flash
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| Community votes | 0 | 0 |
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| DR (Domain Rating by Ahrefs) | 51 ▲ +51 (up) since last check | 56 ● no change since last check |
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| Trust Flow (Majestic) | 0 | 14 |
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| Citation Flow (Majestic) | 15 | 39 |
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| Referring domains (Majestic) | 8 | 1592 |
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5 details filled in for both companies.
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