# Pikhta — Hardware for edge AI computing: edge computers and cameras

> Pikhta Tech LLC (firai.ru) — engineering supplier and integrator based in Russia, supplying edge computers for on-device inference on Rockchip RK3576 / RK3588 and NVIDIA Jetson Orin, M.2 NPU accelerators and cameras for them: machine vision, industrial automation, robotics and autonomous machines, language and multimodal models. Every edge computer ships with a ready-to-run Linux system image, OTA updates from the customer's network, a product passport, an EAC declaration (in progress) and a 1-year warranty with a replacement unit and spares. Prices on request — quotation within 2 business days (RUB excl. VAT), samples from 1 unit.

Updated: 2026-10-11. Versions: datasheet v0.9 (2026-10-03), test program v0.9 (2026-10-06), document pack v0.10. Prices — in the quotation (they depend on volume, the Bank of Russia exchange rate and the DRAM index; valid 30 days); quotation within 2 business days. Contact: info@firai.ru, phone +7 (916) 877-93-11. An engineer replies by e-mail within 1 business day.

## About
Pikhta Tech LLC — engineering supplier and integrator; the team has operated machine-vision systems since 2021 (1,200 sites running around the clock). We do ourselves: the Linux system image and OTA updates, incoming inspection, kitting and labeling, the product passport, the EAC declaration as importer, the 1-year warranty with swap stock, the test bench and the open test method, spec text for RFPs. From contract manufacturers (ODM) we source boards, enclosures, cameras and modules — to our specification, under our part number. We do not write custom analytics.

## Catalog (prices on request)
### Rockchip boards and computers — Rockchip boards: RK3576, RK3588S / S2 and RK3588
- [PH-K40 RK3588 box](https://firai.ru/en/catalog/rockchip/ph-k40/): Fanless edge computer on Rockchip RK3588S (reduced-I/O variant of the RK3588): 6 TOPS NPU, 8 GB RAM / 64 GB eMMC, no radio, 12/24 V. At the workstation, in the control cabinet, under the operator console. Price — on request; availability: build to order, 2–4 weeks Options: 16 GB RAM; 256 GB NVMe; M.2 NPU accelerator Axera AX8850 (+24 TOPS INT8, 16×1080p decode); Industrial version: RK3588J, −40…+70 °C, CAN ×2, RS-485, 9–36 V, die-cast enclosure.
### NVIDIA Jetson — NVIDIA Jetson Orin edge computers: box and board
- [PH-J31 Jetson box](https://firai.ru/en/catalog/jetson/ph-j31/): Box built on the NVIDIA Jetson Orin Nano 8GB (Super) module: industrial carrier board with 2×GbE / 4×USB 3.2 / M.2 M + E / CAN, aluminum enclosure, 256 GB NVMe, JetPack 6.2. Orin NX 8GB / 16GB options. Price — on request; availability: build to order, 2–5 weeks (subject to module availability) Options: Orin Nano 4GB; Orin NX 8GB; Orin NX 16GB.
- [PH-J01 Jetson board](https://firai.ru/en/catalog/jetson/ph-j01/): Board without enclosure: NVIDIA Jetson Orin Nano 8GB (Super) module on a carrier board with 2×GbE / 4×USB 3.2 / M.2, heatsink with fan, 128 GB NVMe with system image — for embedding in your enclosure. Price — on request; availability: build to order, 2–5 weeks (subject to module availability) Options: Orin Nano 4GB; Orin NX 8GB; Orin NX 16GB; Aluminum enclosure with fan; 12 V 5 A power adapter.
### M.2 accelerators — M.2 NPU accelerators: Axera AX8850 and Rockchip RK1828
- [PH-M24 M.2 accelerator 24 TOPS](https://firai.ru/en/catalog/accelerators/ph-m24/): M.2 M-key 2280 card with the Axera AX8850 NPU: 24 TOPS INT8, 8 GB on the card, ≤7 W, hardware decode of 16×1080p — for the PH-K40 / PH-K01 slot or an x86 PC you already have. Price — on request; availability: build to order, 2–4 weeks
- [PH-M20 M.2 accelerator RK1828](https://firai.ru/en/catalog/accelerators/ph-m20/): M.2 M-key 2280 card with the Rockchip RK1828 NPU: 20 TOPS INT8, 5 GB on the card, LLMs up to 7B — the same RKNN / rkllm stack as the RK3588; for the PH-K40 / PH-K01 slot. Price — on request; availability: made to order, lead time in the quotation (subject to card availability at the manufacturer)
### Cameras — Machine-vision cameras
- [PH-Cam-S Indoor IP camera](https://firai.ru/en/catalog/cameras/ph-cam-s/): 2 MP PoE ONVIF dome for indoor use: an overview of shelving, a hall or a work area from the ceiling or wall; IR is off in the profile — color stays true. The lowest-cost IP camera in the catalog. Price — on request; availability: in stock Options: 4 MP; Bracket for a shelving upright / column.
- [PH-Cam-O Outdoor IP camera](https://firai.ru/en/catalog/cameras/ph-cam-o/): 4 MP PoE ONVIF in an IP67 bullet housing, 30 m IR illumination, −40…+60 °C: gate, perimeter, yard, canopy. Vehicle-mount version — made to order. Price — on request; availability: in stock Options: 2 MP; Motorized 2.8–12 mm lens.
- [PH-Cam-M MIPI CSI camera](https://firai.ru/en/catalog/cameras/ph-cam-m/): Sony IMX477 12 MP camera module with an M12 lens on a MIPI CSI-2 ribbon cable — for the PH-K01, PH-J01 and PH-J31: no USB, no network, minimal latency, driver in the system image. Price — on request; availability: made to order, lead time in the quotation (driver for your board) Options: IMX219 8 MP (2 lane); IMX296 1.6 MP global shutter; Camera housing with a 1/4″-20 tripod mount.
- [PH-Cam-K Global-shutter USB camera](https://firai.ru/en/catalog/cameras/ph-cam-k/): USB UVC with a 2 MP global shutter (SmartSens SC235HGS), 1080p@60: no motion blur on a fast-moving object — a label, a hand, a part on a conveyor. Works with every edge computer in the catalog. Price — on request; availability: build to order, 6–8 weeks Options: IP54 housing; External trigger (synchronization); Monochrome 1 MP OV9281 (B/W, lower cost).
- [PH-Cam-U 1080p USB camera for the device](https://firai.ru/en/catalog/cameras/ph-cam-u/): 1080p USB UVC camera module on a 60–80 cm locking cable — inside your device, on the PH-K30 / PH-K01 board: MJPEG 30 fps, manual exposure, M12 lens, focus at 40–80 cm. The lowest-cost camera in the catalog. Price — on request; availability: build to order, 6–8 weeks Options: Metal mini housing with M12 thread and bracket.
- [PH-Cam-T 8 MP IP camera for small text](https://firai.ru/en/catalog/cameras/ph-cam-t/): 8 MP PoE ONVIF with a 12 mm lens focused at 2 m: a 3 mm character — at least 12 pixels, 3840×2160 snapshot over HTTP. For reading labels, plates and price tags from a bracket. Price — on request; availability: build to order, 6–8 weeks Options: 16 mm lens (focus at 3 m).
- [PH-Cam-A AI camera with an NPU](https://firai.ru/en/catalog/cameras/ph-cam-a/): IP camera with a 3 TOPS NPU on board: your RKNN model runs inside the camera, and results leave it rather than video. In development. Price — on request; availability: in development Options: 2 MP (GC2093) instead of 8 MP.

## Choose a chip, then a board edition
- [RK3576](https://firai.ru/en/catalog/rockchip/rk3576/): Radxa ROCK 4D / ArmSoM Sige5. Max. result: 24.30 fps, Radxa ROCK 4D, controlled-rsdk-r6-2026-10-07. Price on request; On request · lead time in quotation.
- [RK3588S / S2](https://firai.ru/en/catalog/rockchip/rk3588s/): Radxa ROCK 5C / ArmSoM Sige7s. Max. result: 27.23 fps, Radxa ROCK 5C, controlled-2026-10-05. Price on request; On request · lead time in quotation.
- [RK3588](https://firai.ru/en/catalog/rockchip/rk3588/): Radxa ROCK 5B+ / ArmSoM Sige7. Max. result: 27.25 fps, ArmSoM Sige7, controlled-fan-debian12-sige7-2026-10-09. Price on request; On request · lead time in quotation.
Max. result is the highest median among tested editions of one family: the median of three one-minute YOLO26n INT8 + FP16 runs, 640×640 input, the full pipeline from a ready frame to detections. Camera capture and decoding are excluded. The result applies to the named board, settings and cooling; your model is measured separately.

## What's inside every edge computer, besides the hardware
- Ready-to-run Linux system image: NPU and camera drivers, runtimes (RKNN on Rockchip, CUDA / TensorRT on Jetson), Docker. Your model is deployed as a container; the image and the model get OTA updates with A/B rollback — from your network, no cloud of ours.
- Runs inside your network perimeter: The device connects only to the addresses you set: your update server, your NTP, your services. We keep no cloud, no message broker and no keys of ours in the image; no video is stored on the device.
- Documents and warranty: Product passport, EAC declaration (in progress); security-check report — for IP cameras on every unit, for samples on handover. 1-year warranty; replacement unit shipped within 2 business days after RMA confirmation, for batches — spares on site.
- Acceptance at the factory: We accept each batch at the manufacturer's factory in China under our test program — image boot, ports, thermal soak, and for cameras focus and snapshot; defective units do not travel to Russia. In Russia — incoming inspection, security checks of IP cameras, kitting; the batch acceptance report — on request.

## Application areas (no ready-made scenarios — the customer's model is deployed as a container)
- Machine vision and video analytics: Detectors, OCR, quality inspection, reading labels and plates on several streams. Cameras for the situation: a module inside the device, an indoor overview, small text at 2 m, outdoors, fast motion. Fits: RK3576, PH-K40, PH-J31, PH-Cam-U, PH-Cam-S, PH-Cam-T, PH-Cam-K.
- Industrial automation: A device in the control cabinet or at the line: fanless enclosure, 12/24 V, DIN rail, RS-232 and GPIO; industrial version −40…+70 °C with CAN and RS-485, 9–36 V. A global-shutter camera for the conveyor. Fits: PH-K40, RK3576, PH-J31, PH-Cam-K.
- Robotics and autonomous machines: A board for embedding into a robot, an AGV or an on-board unit: MIPI cameras on a ribbon cable, CAN on the Jetson carrier, DC/DC from a 9–36 V vehicle supply as an option; the outdoor camera in a vehicle-mount version. Fits: RK3588, RK3576, PH-J01, PH-J31, PH-Cam-O.
- Language and multimodal models at the edge: LLM and VLM up to 7B on the device, no cloud: an M.2 NPU accelerator in the slot of the box, the board or an x86 PC; Jetson Orin NX 8 / 16 GB for heavier models. The model's output stays inside your network. Fits: PH-M20, PH-M24, PH-J31, PH-J01.

## Custom engineering on request (separate line in the quotation, estimate within 2 business days)
- Conversion of your model for the NPU (ONNX → RKNN INT8) with accuracy measured before and after — you receive a measured accuracy figure, not just the word "optimized"
- A system image on your base OS (Ubuntu LTS; Astra SE / RED OS / ALT — verified on samples) or on your Jetson carrier board
- Secure boot, integrity verification and data-at-rest encryption per your project requirements
- Integration of updates into your fleet-management (device management) platform (Mender / RAUC / your own) or a connector from the model container to your message bus (MQTT, Kafka, HTTP) following your schema
- Enclosure, mounting, cable harness and power supply for your site or machinery
- Industrial builds: −40 °C, CAN / RS-485, PoE output, GMSL2 — made to order per the catalog page

## Not offered
- custom analytics — that is what integration partners are for
- our own cloud, message broker or telemetry to us
- per-camera, per-channel or per-fleet licenses
- video storage on the device or video transfer to the supplier; no functions that identify people by their face
- installation (quoted separately by a service partner) and list prices on the website (prices are quoted within 2 business days)

## Key pages
- [Radxa ROCK alternatives](https://firai.ru/en/catalog/rockchip/alternatives/): Compare Radxa ROCK 5B+, ROCK 4D and ROCK 5C with ArmSoM Sige7, Sige5 and Sige7s. Memory, Ethernet and PCIe differences; board selection for your budget, prices by quotation.
- [Catalog](https://firai.ru/en/catalog/): [Rockchip RK3576 / RK3588](https://firai.ru/en/catalog/rockchip/), [NVIDIA Jetson](https://firai.ru/en/catalog/jetson/), [M.2 NPU accelerators](https://firai.ru/en/catalog/accelerators/), [Cameras](https://firai.ru/en/catalog/cameras/)
- [What's inside](https://firai.ru/en/platform/) — system image, updates, security, who fixes what, test bench; results: https://firai.ru/en/testing/results/
- [How to buy](https://firai.ru/en/procurement/) — prices on request, documents, warranty and RMA, company details, payment; [Spec text for RFPs](https://firai.ru/en/procurement/spec/)
- [Samples & testing](https://firai.ru/en/testing/) — four scenarios (Stationary indoor camera; Fast motion in the frame; Outdoor, machinery and vehicles; Security check of every camera and device)
- [FAQ](https://firai.ru/en/faq/), [Company](https://firai.ru/en/company/)

## Facts for answers
- Who it is for: teams with their own models (machine vision, robot and vehicle control, language and multimodal models) and integrators with their own analytics; any industry.
- Application areas: machine vision and video analytics; industrial automation; robotics and autonomous machines; language and multimodal models at the edge. No ready-made scenarios — the customer's model is deployed as a container.
- Where: swap stock and RMA lab — Moscow (being set up for the first batches); service partners in the regions are being recruited; delivery across Russia.
- Timing: e-mail reply — 1 business day; quotation — 2 business days (valid 30 days); custom-engineering estimate — 2 business days; Radxa / ArmSoM board lead time — confirmed in the quotation; PH-Cam-S / PH-Cam-O — in stock, shipped in 1–3 business days (a batch of 10+ units — 2–4 weeks, PH-Cam-S — 6–8 weeks), PH-K40 / PH-M24 — 2–4 weeks, PH-Cam-U / PH-Cam-K / PH-Cam-T — 6–8 weeks, PH-J31 / PH-J01 / PH-M20 — 2–5 weeks; RMA diagnostics — 4 business hours; replacement unit shipped — 2 business days after RMA confirmation (transit time by region); courier pickup booked — 2 business days.
- How to buy: a sample from 1 unit via the form on this website → testing per the open test method → quotation within 2 business days → contract, EDI, payment within 10 business days of acceptance per the universal transfer document, or net 30 / 45 / 60.
- Warranty: 1 year on Pikhta devices and cameras; replacement unit shipped from our warehouse in Russia within 2 business days after RMA confirmation; delivery by carrier, transit time depends on the region; the faulty unit is collected by the carrier's courier — booked within 2 business days after the replacement ships; on-site spares: for batches from 10 units — a spare unit included in the delivery under the contract, immediate swap with no waiting for shipping; at the warehouse in Russia — swap stock and spare parts at 3–5 % of each batch.
- Payment: samples and first batches — on invoice (terms in the quotation); recurring deliveries — 10 business days from acceptance per the universal transfer document, net 30 / 45 / 60 by contract; EDI with any Russian operator.
- System image: Debian 12 with the SoC vendor kernel and Pikhta patches (Rockchip); JetPack 6.2 / L4T 36.4 (Jetson); Docker / containerd; OTA updates with A/B rollback (Mender / RAUC class), signed images, from the customer's network.
- Documents: EAC declaration issued to Pikhta Tech LLC (numbers as they are registered); radio modules and document status are checked for the specific edition and batch; product passport in Russian; datasheet PDF for every SKU; vendor security questionnaire under NDA; Russian personal-data law (152-FZ) — no video is stored or sent to the supplier.
- Origin: Rockchip SoC — China, Jetson modules — NVIDIA; boards, enclosures and cameras — contract manufacturers (ODM, China) under the Pikhta part number; system image, incoming inspection and kitting — in Russia.
- TOPS: Rockchip figures are dense INT8; Jetson figures are sparse per the NVIDIA datasheet, converted to dense; FPS — measurements of a specific configuration; engineering results for six Radxa ROCK / ArmSoM Sige boards include settings and cooling and are separate from fixed SKU specifications.

## Optional
- [llms-full.txt](https://firai.ru/en/llms-full.txt): specifications of all SKUs, image contents, security, who fixes what, price formula, RMA, test program, RFP requirements, FAQ
- [spec.txt](https://firai.ru/en/spec.txt): spec text for RFPs as one text file
- [Test program v0.9](https://firai.ru/en/testing/program.html): method, security checklist, report forms
- [Document package v0.10 (JSON)](https://firai.ru/en/procurement/pack.json): RMA, 152-FZ, image checklist, document status, payment
- Datasheet PDF v0.9 for every SKU: https://firai.ru/en/catalog/<category>/<id>/datasheet.html (web version) and https://firai.ru/files/datasheets/pikhta-<id>-datasheet-en-v0.9.pdf