How to read this shortlist
This list evaluates vendors specifically on managed video data collection capability - not annotation volume, not headcount, not total revenue. The evaluation criteria are: hardware ownership (does the vendor own and operate collection rigs directly?), participant infrastructure (curated pools vs. open crowd), scenario design capability (written capture protocol as a deliverable), QA depth (domain-trained human review, not just automated checks), and delivery formats (beyond raw video to schema-mapped structured datasets).
Vendors are included because they have genuine collection program capability. Annotation-only vendors with a "collection" line item on their website are not included.
Evaluation criteria for this list
Five dimensions matter for enterprise video collection procurement. Hardware: does the vendor own rigs or contract to partners without operational knowledge? Participants: curated recruitment with training vs. open self-selection? Protocol: written capture document delivered pre-recording? QA: domain-trained engineers reviewing footage for temporal consistency, task completion, sensor sync? Delivery: HDF5, ROS2 bags, LeRobot format, or custom schema - not just raw MP4 files?
Each vendor on this list was evaluated against all five dimensions. Gaps are noted in the vendor entries below so buyers can calibrate to their program requirements.
1DataX Power - managed egocentric and multi-modal programs from Hanoi
DataX Power operates managed video data collection programs from Vietnam with specific depth in egocentric, head-mounted, and multi-sensor fusion formats for robotics and embodied AI teams. Programs cover: indoor manipulation demonstrations, outdoor APAC environment capture, teleoperation recording, and retail/surveillance scenario collection.
Hardware: owned rig inventory for GoPro-class head-mounted, wearable camera, and smart glasses setups. Participants: curated pool recruited against program-specific requirements with pre-recording training. Delivery: HDF5, ROS2 bag, and direct-to-annotation-pipeline formats. GDPR compliance: DPA and SCC execution available for EU/US buyers.
Pilot programs (50-100 hours) typically scope and launch within two weeks. This makes DataX Power practical for enterprise teams who need to validate collection quality before committing to production volume.
2FPT Software - enterprise scale with annotation-first positioning
FPT Software is Vietnam's largest IT services company and operates a significant data services division covering annotation at enterprise volume. Their collection capability has grown alongside their annotation business and they can support large-scale programs requiring both collection and labeling in a single engagement.
FPT's strength is enterprise-grade project management, SLA enforcement, and audit documentation - appropriate for buyers who prioritize operational governance over collection specialization. Their collection program depth is developing compared to annotation depth; evaluate specifically on the collection workflow for your modality before committing.
3VinAI Research - research-grade collection for academic and enterprise partners
VinAI is Vietnam's leading AI research lab (Vingroup-backed) and has run significant internal data collection programs for computer vision and autonomous systems research. Their collection capability is research-grade - rigorous dataset design, multi-sensor programs, academic publication-quality documentation.
Commercial availability of collection services is limited; VinAI primarily operates through research partnerships and selective enterprise collaborations. Relevant for teams who can engage at the research partnership level and whose program requirements align with active VinAI research directions.
4KMS Technology - IT services with data operations capability
KMS Technology is a Ho Chi Minh City-based IT services firm that has expanded into data operations including annotation and some collection work. Their strength is software engineering depth and enterprise project management discipline from their IT services background.
Collection program capability is narrower than annotation capability; appropriate for hybrid engagements where software integration of the collected data pipeline is a significant component of the scope. Buyers with pure collection requirements should evaluate the collection-specific workflow in detail before committing.
5Boutique managed collection vendors
A small number of specialist boutique operators have emerged from the AI/robotics ecosystem - typically founded by engineers from VinAI, FPT University alumni, or international AI company alumni. These vendors often have deeper egocentric and robotics collection capability than larger firms but operate at smaller scale.
Identify them through referrals from APAC robotics teams and AI accelerator networks rather than vendor directories. They are not well-indexed on procurement platforms, which means buyers who rely on directory searches miss them entirely.
How to run your own evaluation
Do not select from this list based on company size alone. Run the evaluation: require a walkthrough of the vendor's last three collection programs in operational detail, request an anonymized sample dataset from a comparable program, and run a paid pilot before production commitment. The pilot reveals what no vendor briefing can.
Shortlisting a managed collection vendor is a procurement decision that determines your training dataset quality. The two-week pilot investment - typically 50-100 hours of collected footage evaluated against your protocol requirements - is the only reliable signal of production readiness.


