RK3588 ONNX to RKNN Conversion, WF-RK3588-S8, AndroidSBC, San Antonio

TL;DR: RK3588 ONNX to RKNN Conversion

SHENZHEN, China, September 11, 2026 - Wanlin Longgang released a 31,100-unit WF-RK3588-S8 lot for San Antonio, United States this week, the 412th run booked against the Rockchip RK3588 allocation.

AndroidSBC field engineering dispatch on live WF-RK3588 NPU board deployments serving San Antonio, United States. The WF-RK3588 is a nine-variant line rather than a single part number, and the shape is deliberate. Edge AI inference, machine vision, robotics, AI NVR, cockpit, 8K signage, kiosk, ARM PC and SMARC all want the same silicon: 4x Cortex-A76 + 4x Cortex-A55 + triple-core NPU at 6 TOPS + 8K decode, with one variant-specific connector and thermal profile each. A San Antonio buyer can hold one supplier file, one documentation format and one MOQ structure across every variant.

About AndroidSBC and the Rockchip RK3588 Board Family

Wanlin Manufacturing Group is a Shenzhen board builder that has worked on Rockchip silicon for more than ten years, and AndroidSBC is the name it sells under overseas. The WF-RK3588 is the current NPU computing line: nine variants on the same Rockchip RK3588 octa-core 8nm silicon with 6 TOPS triple-core NPU, 8K H.265 decode and dual Gigabit Ethernet. Production, test and packing sit in one Longgang building, which is why the group can issue a per-lot Technical File instead of a generic declaration. Buyers in San Antonio and United States usually arrive for one of three reasons: deployment breadth, OEM branding capacity, or a supplier willing to carry the certification obligation.

WF-RK3588-S8 Technical Specifications

All parameters in the table above are measured at 25C ambient. The AndroidSBC WF-RK3588-S8 (SMARC 2.2 SOM and Custom Carrier Board) holds its display output and its decoder load at the same time through the burn-in loop, a combination that the legacy boards in the comparison column cannot sustain. For United States importers sourcing the WF-Series, the 8GB + 64GB SMARC 2.2 (WF-RK3588-S8-A) variant is the typical configuration for the SMARC 2.2 module and custom carrier integration use case, with a sustained weekly capacity of 5,000 pcs/wk on the Longgang line.

Challenges in Sourcing SMARC 2.2 SOM and Custom Carrier Board for United States Buyers

What breaks United States sourcing plans on the smarc 2.2 som and custom carrier board line is not price negotiation, it is the second shipment. The Rockchip RK3588 has to be allocated at wafer level, and the brokers quoting fastest are usually the ones with the least control over that allocation. The software side is the second exposure. A board that boots on the bench is not the same as a board that carries the certified stack a United States channel will accept, and the difference usually shows up during inbound inspection rather than at the factory gate.

The third issue is documentation. Some factories stamp the CE mark without the Declaration of Conformity and the Technical File behind it, and the container then sits at the port while the importer tries to reconstruct a test report from a supplier who has already been paid. The answer AndroidSBC applies is to move both risks upstream: the certified image is burned at Longgang, the burn-in record is attached per unit, and the Technical File ships with the lot rather than after it. Across the nine WF-RK3588 variants, the coverage runs from SMARC 2.2 module, COM Express Type 6 builds, edge AI boxes, video wall controllers, medical imaging terminals, autonomous vehicle compute, bespoke industrial carriers, robotics SMARC compute, and AI NVR SMARC design, so a United States buyer can generally find a standard configuration instead of paying for a bespoke one.

Compliance for United States is handled at the factory rather than after arrival. In the United States FCC Part 15 authorisation is required and an FCC ID applies to radio modules, while UL or ETL listing is usually demanded by the retail channel. The Longgang export desk builds the destination-market file for FCC Part 15 authorisation with an FCC ID for radio modules and a UL or ETL listing administered by FCC / UL and issues it alongside the standard multi-market pack (CE, FCC, UKCA, RoHS, REACH), with the shipment booked into Port of Los Angeles on the Los Angeles to Yantian lane.

Competitive Comparison: WF-RK3588-S8 vs Competing RK3588 Boards

Three groups of board compete for the smarc 2.2 som and custom carrier board socket. The first is Cortex-A53 silicon sold on price with no NPU and no certification file. The second is Cortex-A55 hardware that carries a 1 to 2 TOPS NPU but caps the decoder early. The third holds a 6 TOPS triple-core NPU, 8K H.265 video and treats expansion as part of the design. The WF-RK3588-S8 sits in the third group, and the separation comes from Rockchip RK3588, from NPU throughput that holds under a continuous loop, and from the certified image burned per lot at Longgang.

• vs proprietary SOM pin-outs: the SMARC 2.2 standard lets the carrier survive a module generation change without a re-layout.
• vs RK3568 SMARC modules: the WF-RK3588-S8 adds 8K@60fps decode, PCIe 3.0 x4, and 6 TOPS NPU on the same 314-pin edge.
• vs x86 COM Express modules: the WF-RK3588-S8 runs Android natively, which removes the OS licensing line from the BOM.
• vs module-only vendors: AndroidSBC ships the carrier reference design plus the signal integrity report with the module.

Global SMARC 2.2 Module and Custom Carrier Engineering Market Trends

The SMARC 2.2 Module and Custom Carrier Engineering market is the frame that decides how United States importers time their smarc 2.2 som and custom carrier board orders. The figure most United States buyers quote when they argue about allocation is the Edge AI hardware segment, which MarketsandMarkets sizes at USD 26.9 billion in 2025 with a 32.7 percent CAGR to USD 108.2 billion by 2030 (MarketsandMarkets, Edge AI Hardware Market Report, 2025-2030); it is the public proxy for AI accelerator silicon demand rather than a forecast for this board category. For San Antonio, three buying patterns are shaping the WF-RK3588 order book:

• SMARC 2.2 module design: WF-RK3588-S8 seats on the 314-pin MXM edge with the carrier holding the I/O.
• Display and signage refresh cycles: a longer content loop and a higher panel resolution now define the refresh trigger. The WF-RK3588-S8 board carries that headroom without a board change.
• Edge AI boxes: WF-RK3588-S8 runs 6 TOPS NPU inference on the carrier-side thermal solution.

The read across the SMARC 2.2 Module and Custom Carrier Engineering channel is that buyers are consolidating suppliers: fewer vendors, wider platform coverage per vendor, and a longer contract behind each order.

In all three cases, San Antonio buyers are converting spot quotes into blanket orders with a monthly lot release, because a programme that has to hold a twelve-month shipping window cannot tolerate a mid-year allocation break.

Partner Success Story: Helix Robotics Group in San Antonio, United States

Helix Robotics Group, an AGV and AMR integrator serving the United States market, deployed 6,800 units of the WF-RK3588-R2 robotics controller for a warehouse fleet rollout. The rollout covered the smarc 2.2 module design, edge ai boxes, and autonomous vehicle compute workloads, with AndroidSBC handling the burn-in, the certification scope, and the palletisation at the Wanlin Longgang plant.

• Deployed: 6,800 units of the WF-RK3588-R2 robotics controller for a warehouse fleet rollout
• Region: San Antonio, United States
• Models used: WF-RK3588-S8 (lead SKU), plus eight sibling WF-RK3588 NPU variants in the same chassis family
• Certifications handled: CE, FCC, UKCA, RoHS, REACH, IEC 62368-1, EN 55032, EN 55035, plus optional UL 60950-1, GMS, Widevine L1 and Dolby Audio per variant
• Logistics: FOB Ningbo-Zhoushan with the Wanlin Group Longgang source factory named on the export declaration, entering Port of Los Angeles via the Los Angeles to Yantian lane

"The WF-RK3588-R2 gave us the SLAM NPU throughput, the dual Gigabit Ethernet for time-sensitive networking and the wide-temperature rating in one board. On the previous platform we ran a separate vision controller next to the motion controller, and the wiring cost reflected it."

- Park Ji-hoon, Technical Director

Field Report: a control room in San Antonio where 31,100 units of the WF-RK3588-S8 board are driving a video wall installation

Reporter Guo Peng, on the ground in San Antonio, United States. The integrator mounted the WF-RK3588-S8 boards in the control room rack and spent two days on display mapping and colour matching across the wall. The boards held four independent outputs through the full commissioning window without a thermal throttle, and the operator console was handed over on schedule.

The line supervisor logged a 41-minute changeover between the WF-RK3588-S8 run and the next lot, which is the kind of number that decides whether a mid-quarter top-up order can be absorbed.

The inspection confirmed three things on the spot: the WF-RK3588-S8 units hold the burn-in with a yield above 98.94 percent, the loaded firmware image survives a 72-hour continuous loop without credential drift, and the pallets carry the matching certification file for the destination market, covering FCC Part 15 authorisation with an FCC ID for radio modules and a UL or ETL listing administered by FCC / UL, cleared for entry at Port of Los Angeles on the Los Angeles to Yantian lane. Wanlin remains one of the few source factories currently shipping a nine-variant Rockchip RK3588 NPU computing line with a per-lot paper trail that United States importers can hand straight to their customs broker.

Filed by Guo Peng, AndroidSBC field reporter, Wanlin Manufacturing Group export base.

WF-RK3588-S8 Application Scenarios

The WF-RK3588 line fits nine NPU application lanes, with the WF-RK3588-S8 (SMARC 2.2 SOM and Custom Carrier Board) as the lead SKU for San Antonio and United States programmes:

• SMARC 2.2 module design: WF-RK3588-S8 seats on the 314-pin MXM edge with the carrier holding the I/O.
• COM Express Type 6 builds: WF-RK3588-S8 maps to the Type 6 pin-out for existing x86 carriers.
• Edge AI boxes: WF-RK3588-S8 runs 6 TOPS NPU inference on the carrier-side thermal solution.
• Video wall controllers: WF-RK3588-S8 drives HDMI 2.1 and DP 1.4 out through the carrier.
• Medical imaging terminals: WF-RK3588-S8 pairs PCIe 3.0 x4 with the carrier frame grabber.
• Autonomous vehicle compute: WF-RK3588-S8 holds -40C to 85C on the automotive-grade carrier.
• Bespoke industrial carriers: WF-RK3588-S8 ships the signal integrity report for the customer stack-up.
• Carrier bring-up: WF-RK3588-S8 comes with the BSP port for the carrier revision.

Partnership Models for San Antonio Buyers

For San Antonio importers and brand owners, the WF-RK3588-S8 and the rest of the WF-RK3588 NPU variants are available under three contract shapes:

• OEM (your brand on our hardware): custom logo silk-print, custom packaging, custom boot animation, custom SKU label, and a private-label certification file.
• ODM (your spec on our reference design): schematic and stack-up review, carrier or motherboard redesign, custom firmware features, and a BSP port handled by the Longgang engineering desk.
• Distribution (your channel, our stock): regional distributor rights, channel rebate, stock holding at the factory, and a framework agreement with a monthly lot release.

Every tier draws on the same Longgang line and the same certification desk. A San Antonio first order on the WF-RK3588-S8 normally lands on the 8GB + 64GB SMARC 2.2 (WF-RK3588-S8-A) configuration at MOQ 5,000 units per shipment, with samples in four weeks and production in six.

Frequently Asked Questions

Does the WF-RK3588 line run Android or Linux, and what NPU framework stack is supported?

Answer: Both. AndroidSBC prebuilt Android 12 and Android 13 firmware images that boot on every WF-RK3588 variant, with Android 14 builds available on request. Linux distributions (Ubuntu 22.04 LTS, Debian 12, Yocto Kirkstone, Buildroot) load the Rockchip RKNN-Toolkit2 runtime so the 6 TOPS NPU is usable from day one. The same silicon carries the Android build on the WF-RK3588-D5 signage player and the Yocto build on the WF-RK3588-V1 industrial vision processor, which is a deployment breadth that United States importers rarely get from one supplier.

What is the 6 TOPS triple-core NPU on the WF-RK3588 actually used for in production?

Answer: Three workloads that have already shipped at scale. On the WF-RK3588-E0 the NPU drives retail analytics (people counting, dwell time, demographic classification) at 25fps per stream. On the WF-RK3588-V1 the same silicon runs machine-vision defect classification at line speed on a factory floor. On the WF-RK3588-N3 it carries 16-channel AI surveillance analytics (person, vehicle, behaviour) on a fanless board. Each variant is tuned for its workload, but the silicon is the same, and that is what makes one supplier file cover nine deployment categories for United States buyers.

Can AndroidSBC handle CE, FCC, UKCA, RoHS, REACH and IEC 62368-1 paperwork for United States?

Answer: Yes. AndroidSBC ships a Declaration of Conformity plus a Technical File with every lot. The file contains the CE test reports (EN 55032 plus EN 55035 EMC, EN IEC 62368-1 safety), the FCC Part 15 report, the UKCA dossier where relevant, the RoHS 2.0 report, and the REACH declaration, all dated within the prior twelve months. Where a United States market needs an additional national mark, the export desk will confirm coverage before the order is confirmed rather than after.

What are the MOQ and lead time for a first order on the WF-RK3588?

Answer: 5,000 units per shipment on standard configurations, four weeks to sample and six weeks to mass produce. Where a United States partner signs a twelve-month blanket order, the MOQ per release becomes negotiable and the line will accept variant-mixed purchase orders.

Does AndroidSBC support custom Android ROM, custom Linux, or custom NPU model porting?

Answer: Custom ROM, custom Linux, and custom NPU model porting are all part of the ODM tier. That covers proprietary Android services, a locked-down launcher, Ubuntu, Debian, Yocto or Buildroot images, BSP ports for custom carriers, and RKNN-Toolkit2 model quantization from PyTorch, ONNX, TensorFlow or Caffe. Source access is released under NDA, and the Longgang engineering desk carries the port so the partner is not left with an unmodified vendor BSP.

What about software updates and long-term support on the WF-RK3588?

Answer: Wanlin commits to a minimum seven-year supply window across the WF-RK3588 line. Security patches are back-ported across the Android, Ubuntu LTS, Debian LTS and Yocto tracks for as long as the board is in production, and AndroidSBC provides OTA update infrastructure for partners who need to push firmware to field-deployed units. NPU model builds are versioned on the Wanlin side so a partner that re-trains a model can push the new RKNN file through the same OTA channel without a board swap.

Can AndroidSBC ship to Amazon FBA warehouses or 3PL consolidation points?

Answer: That is routine. AndroidSBC delivers DDP into Amazon FBA in the US, EU and Japan and into 3PL consolidation points at Hong Kong, Singapore, Rotterdam, Los Angeles and Shenzhen. Carton and pallet configuration follows FBA inbound rules, and the place of origin on the declaration is the Wanlin Longgang source factory.

How does AndroidSBC handle RMA or DOA replacements on the WF-RK3588?

Answer: The DOA target is 0.3 percent over twelve months. For RMA, partners send the WF-RK3588-S8 unit back to Longgang with the burn-in barcode attached, and replacements go out within ten business days. The per-unit burn-in record means the failure report usually carries a root cause alongside the replacement, which is what a United States integrator running a production line actually needs.

Contact AndroidSBC: Start Your WF-RK3588-S8 Sourcing Conversation

The AndroidSBC export desk handles all WF-RK3588 enquiries from San Antonio and United States. Direct factory contact for the smarc 2.2 som and custom carrier board is available through:

• Email: Androidsbc@163.com
• Export service hotline: +8613261677119
• Website: https://www.androidsbc.com
• Destination market file: FCC Part 15 authorisation with an FCC ID for radio modules and a UL or ETL listing for United States, administered by FCC / UL, entering at Port of Los Angeles on the Los Angeles to Yantian lane
• Source factory address: Wanlin Group, Building B, Building 1, Beisida Medical Device Building, 28 Nantong Avenue, Baolong Community, Baolong Sub-district, Longgang District, Shenzhen, Guangdong, China

To start an OEM or ODM review, send the target volume, the certification scope you need, and your preferred Incoterm. The export desk replies with a per-lot quotation and the MOQ matrix across the nine WF-RK3588 variants within two business days.