CNPS.AI
Procurement checklists, pilot guides and complete research playbooks. Open access, in your language.
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Decision checklist
AI procurement
AI procurement checklist for enterprise buyers (as of Oct 2026): freeze the job, match evidence to SKU/region, price TCO, pilot with acceptance, then enquire.
ExplorePilot field guide
Meeting devices
Plan an AI meeting-device pilot: representative trial, record results, team ownership, then a quotation brief. As of 26 Oct 2026.
ExplorePilot design
Knowledge assistants
Scope a document-grounded AI assistant: permissions, citations, human review, fixed eval set and acceptance. As of 27 Oct 2026.
ExploreSite survey
Edge AI
Capture the camera, lighting, network and operating conditions needed for a site evaluation.
ExploreInteraction brief
Voice prototypes
Connect the hardware bill of materials with backend, language and maintenance requirements.
ExploreProcurement guide
Robotics
Confirm the exact edition, developer permissions, accessories and support responsibilities.
ExploreUFACTORY xArm in manufacturing: 7 production-line checks — workcell, mounting, workspace, payload/reach fields, SDK path, site safety, supervised acceptance.
ExploreRequirements template
Request for quotation
Use a structured brief to request a product quotation or discuss a scoped evaluation.
ExploreResearch playbook
China AI, global markets
China AI export playbook: freeze the job, pick a pilot package, demand SKU-matched evidence, then enquire — CNPS.AI buyer map to the full research edition.
ExploreAI procurement checklist for public sector: five evidence gates for China-origin hardware — owners, exact SKU, data, destination, audit, exit and pilot.
ExploreCompare FastGPT vs ChatGPT as methods: permissions, citations, human review, two-week evaluate, when each fits. As of 28 Oct 2026.
ExploreChoose one approved corpus, one measurable workflow, and a hard-question set for a UAE FastGPT knowledge-assistant pilot — measure checked answers, not first drafts.
ExploreGlobal growth playbook
FastGPT × CNPS
FastGPT × CNPS global growth playbook (research Sep 2026): 28 chapters on buyer decisions, pilot acceptance, licensing and data checks, budgets, 90-day gates.
ExploreBilingual method
Gulf meeting notes
Gulf Arabic–English meeting-notes pilot method: Consent Week 0, capture design, AR·EN·switch scorecard, owned actions, hardware after pass. As of 3 Nov 2026.
ExplorePrivacy test protocol
Gulf meeting consent
Freeze invite disclosure, a start script, stop-on-objection, access and retention, and vendor residency questions before you roll out meeting recorders in a Gulf enterprise.
ExploreRecording hardware method
China to Gulf sourcing
China→Gulf AI recording sourcing method: workflow, consent Week 0, written vendor stack, bilingual scorecard sample, roles before PO. As of 30 Oct 2026.
ExploreUAE/KSA edge site method: lighting/FOV, network, power, latency budget, exception review on the real site before you pick a box. As of 4 Nov 2026.
ExploreForm then quality
Recorder vs glasses
Choose by form and consent optics first — meeting recorder vs smart glasses — then bilingual scorecard. Checked 23 Oct 2026.
ExploreTranslation glasses method: language pair, offline, captions vs audio, battery for a shift, reply channel. Sourced comparison as of 5 Nov 2026.
ExploreTell us what you need to improve, where you work and when you want to begin.