Hailo vs Fireworks AI
A detailed comparison to help you choose between Hailo and Fireworks AI.
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Verdict: Fireworks AI wins
Fireworks AI scores 4.3/5, edging out Hailo at 3.7/5. Developers and ML teams shipping open-weight models where serving latency and fine-tuning cost determine the product economics.
Hailo Real-time AI processing at the edge | Fireworks AI Fastest open-source model inference | |
|---|---|---|
| Rating | 3.7 (1 review) | 4.3 (1 review) |
| Pricing Model | paid | usage-based |
| Starting Price | From $99/mo | Pricing varies |
| Best For | Edge-vision builders — NVR/Frigate setups, smart cameras, robotics and embedded OEMs — who need high-throughput, low-wattage inference on a host they already own and can absorb a vendor-in-transition. | Developers and ML teams shipping open-weight models where serving latency and fine-tuning cost determine the product economics. |
| Free Tier | ||
| API Access | ||
| Team Features | ||
| Open Source | ||
| Tags | api access | api accessfree tier |
| Visit Hailo → | Visit Fireworks AI → |
Hailo
Pros
- + Per-watt vision inference is the best I have measured in this class: ~85-90 fps on YOLOv8m 640x640 at 2.5W typical on a Pi 5, roughly dual-Coral throughput in one passive card
- + 4-8 GB on-module LPDDR4/4X removes the on-chip SRAM ceiling that limited the Hailo-8, so larger detectors and quantized small LLMs actually fit
- + Model Zoo ships 150+ vision models plus quantized LLM/Whisper support across TensorFlow, TFLite, Keras, PyTorch and ONNX
- + Wide host reach: M.2 Key M over PCIe Gen3 x4 on x86 and ARM, Linux/Windows/Android, industrial temperature range to 85C
- + Raspberry Pi AI HAT+ 2 at $130 is a genuinely cheap entry to 10H-class performance, backed by a 10,000-member builder community
Cons
- - Acquired by Microchip in July 2026 after a collapsed SPAC, emergency financing and ~50% layoffs — roadmap and supply continuity are provisional
- - Generative-AI marketing oversells reality: 'up to 10B parameters' means 4-bit paging at single-digit token rates; treat it as a vision accelerator
- - The dataflow compiler is its own dialect — unsupported ONNX operators silently fall back to CPU and eat throughput
- - No free tier or trial, no subscription model: you buy modules from distributors at street prices ($220-$280 bare, ~$130 as the Pi HAT)
- - Not a computer — every deployment needs a separate host, video decode and power budget (Pi 5 + HAT+ runs ~$195 all-in)
Fireworks AI
Pros
- + DeepSeek R1 Fast reached 80-95 output tokens/sec in my low-batch tests, close to the vendor's 90 tok/s serverless figure
- + Grammar-constrained decoding on DeepSeek V3 returned schema-valid JSON on all 200 extraction calls in my batch
- + LoRA SFT on a 7B-class model went from dataset upload to deployable adapter in under an hour, served at base-model pricing
- + Training price card is fully public: $0.50/1M tokens (LoRA SFT, <=16B) up to $10.00/1M (>300B), DPO double
- + On-demand GPU pricing is published per hour (H100/H200 $8, B200 $13, B300 $15) with zero charge for start-up time
Cons
- - Open models only — my scanned-forms extraction task needed a frontier fallback Fireworks does not offer
- - Same model prices differently across Standard/Priority/Fast paths, and third-party trackers disagree with the vendor blog
- - DeepSeek R1 model card lists serverless as unsupported while a Fast serverless deployment exists — documentation contradicts itself
- - Self-serve stops at shared serverless: R1 fine-tuning, QAT, region pinning and enterprise rate limits are sales-gated
- - Shared-serverless latency is load-dependent by the vendor's own statement, so demo numbers are not an SLA
Frequently Asked Questions
Which is better, Hailo or Fireworks AI?▼
Fireworks AI scores higher at 4.3/5 vs 3.7/5 for Hailo, making it the better-rated option in our comparison.
What is the difference between Hailo and Fireworks AI?▼
Hailo: Hardware accelerator chips and processors designed for efficient AI inference at the edge with low latency and power consumption. Fireworks AI: Fireworks AI is an inference and fine-tuning platform for open models, used to serve and specialise them in production.
Is Hailo or Fireworks AI more affordable?▼
Hailo starts at €99/mo, Fireworks AI starts at €0/mo. Check the comparison table above for current pricing.
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