# FORMWEFT

> Enterprise AI services, FDE engineering training, custom workbenches and practical learning resources.

Start with a real business process. Connect data, permissions, tools and human review. Build a working system and help your team operate it. Scope and deliverables are agreed for each project.

This index contains currently published public pages only. Accounts, private communities, chats, client projects and administration are excluded. Demonstrations and AI-generated examples are not evidence of client results.

## Services and resources
- [Enterprise AI system building and FDE engineer development](https://formweft.com/en/): FORMWEFT helps enterprises integrate AI into real business processes, customizes AI workbenches, cross-system workflows, and innovative technology experiences, and cultivates FDE engineers through real projects who can deliver, launch, and continuously operate.
- [Enterprise AI Services and Agent Solutions](https://formweft.com/en/ai): We provide AI scenario diagnosis, knowledge bases, business agents, system integration, private deployment, and governance services for businesses, covering consulting, prototyping, launch, evaluation, and continuous optimization.
- [Enterprise FDE Engineer Training and AI Hands-on Co-building](https://formweft.com/en/fde): FORMWEFT trains FDE engineers through real enterprise AI projects, covering business diagnosis, data and systems, AI workflows, evaluation governance, production operations, and on-site delivery, while keeping the methods, code, and operational capabilities within the enterprise.
- [Enterprise Virtual Reality and Spatial Computing Solutions](https://formweft.com/en/spatial): Build virtual showrooms, VR interactive experiences, and digital twins for brand display, product marketing, training, and operations, supporting desktop, mobile, and VR devices with continuous backend updates.
- [Enterprise metaverse services: virtual spaces, digital identities, and collaborative experiences](https://formweft.com/en/metaverse): FORMWEFT Enterprise Metaverse services connect brand virtual spaces, digital identities, multi-user collaboration, and continuous operations. From business scenario planning and interactive prototyping to deployment and delivery, we build sustainable digital spaces for businesses.
- [Enterprise Web3 Solutions and Trusted Collaboration](https://formweft.com/en/web3): Designed for cross-organizational collaboration, we offer verifiable identity, digital credentials, provenance traceability, and digital rights solutions, from relationship modeling, system connections to permission and privacy governance.
- [Enterprise innovation technologies: virtual reality, metaverse, Web3, and digital partners](https://formweft.com/en/technology): Choose virtual reality, enterprise metaverse, Web3 digital trust, and digital partner technologies based on business goals; view applicable scenarios, delivery boundaries, verification methods, and existing dynamic experience pages.
- [Digital IP Character Design and AI Virtual Partners](https://formweft.com/en/ip): From anime IP settings, character visuals, and video actions to smart tours, brand explanations, and business assistants, create digital partners that are interactive, operable, and connectable to enterprise knowledge.
- [AI, VR & Web3 Project Consulting](https://formweft.com/en/contact): Describe business goals, current systems, target audience, device range, and planned investment, and FORMWEFT will outline the technical path, initial phase scope, and next-step communication suggestions.
- [Enterprise AI, Spatial Intelligence & Digital Trust Services Catalog](https://formweft.com/en/services): Explore FORMWEFT's AI diagnostics, knowledge base and agents, production deployment, virtual reality, digital IP, AI content production, and digital credential services, as well as scope, deliverables, and client readiness at each stage.
- [FDE pre-deployment and enterprise co-build delivery method](https://formweft.com/en/approach): From on-site diagnosis, joint blueprint, verifiable pilot, to production deployment and ongoing operations, understand FDE co-build role division, phase acceptance, change mechanism and client delivery portal.
- [Enterprise AI and Spatial Intelligence Application Scenario Blueprint](https://formweft.com/en/solutions): Choose appropriate intelligent scenarios based on customer service, business operations, sales collaboration, and immersive training. Review existing problems, data preparation, implementation boundaries, and acceptance methods without replacing production solutions with concepts.
- [Enterprise AI strategy consulting and scenario diagnosis](https://formweft.com/en/services/ai-strategy): Through business interviews, process and data inventory, and value and risk assessment, identify priority enterprise AI scenarios and deliver a first-phase roadmap, success metrics, and governance boundaries.
- [Enterprise knowledge bases, AI agents, and system integration](https://formweft.com/en/services/ai-system): Design permission-controlled enterprise knowledge bases, multi-model and tool orchestration, agent task flows, and API integration, so AI connects to real business and completes traceable task loops.
- [Enterprise AI private deployment, governance, and operations](https://formweft.com/en/services/ai-operations): Build an observable, auditable, and continuously improvable enterprise AI operation system around access control, quality assessment, cost and performance, manual review, and exception handling.
- [Virtual exhibition halls, VR training, and digital twin development](https://formweft.com/en/services/spatial-experience): Provide spatial narrative, 3D assets, interactive prototypes, digital companions and multiplayer interaction development, supporting desktop, mobile and VR adaptation, suitable for showrooms, training, launches and operational scenarios.
- [Verifiable identity and digital credential system development](https://formweft.com/en/services/web3-trust): Design a system for verifiable identity, digital credential issuance and revocation, content provenance recording, and digital rights auditing, integrated with existing accounts, permissions, storage, and business processes.
- [Enterprise digital IP, AI digital humans and interactive tour development](https://formweft.com/en/services/digital-ip): From original character settings, video actions, and interaction feedback, to enterprise knowledge, voice, and business system connections, deliver operational digital IP and AI digital human service interfaces.
- [Enterprise AI content production and review workflow setup](https://formweft.com/en/services/ai-content): Build an AI content production workflow from topic selection, brand assets, text/image/video generation to human review, version management, and release handoff, with clear asset licensing and quality acceptance.
- [Custom enterprise AI workbench and cross-system workflows](https://formweft.com/en/solutions/ai-workbench): Custom AI workbench and cross-system workflows for customer acquisition, marketing, orders, finance, customer service, knowledge, and software engineering tasks, connecting enterprise data, systems, human confirmation, evaluation, and operations mechanisms.
- [AI Customer Service and Ticket Collaboration Solution](https://formweft.com/en/solutions/customer-service): Design knowledge retrieval, order lookup, ticket routing, and human takeover workflows for customer service teams, clarifying source citations, permissions, failure fallback, evaluation samples, and launch acceptance methods.
- [Enterprise Operations Knowledge and Process Automation Solutions](https://formweft.com/en/solutions/operations): Connect corporate policies, reports, and business systems to make operations queries, data verification, and task flows traceable. Understand knowledge permissions, exception queues, customer preparation, and production acceptance boundaries.
- [AI Sales Assistant and CRM Workflow](https://formweft.com/en/solutions/sales): Design an AI sales assistant around customer research, meeting notes, CRM updates, and follow-up drafts, with clear boundaries for human approval, source traceability, authorized data, and no automatic external sending.
- [Immersive Training and Space Exercise Solution](https://formweft.com/en/solutions/training): Build an interactive training space centered on job tasks, covering step guidance, simulated exceptions, scoring records, and backend content updates, with clear multi-device adaptation, acceptance equipment, and teaching boundaries.
- [Growth and Operations System: Acquisition, Attribution, Orders, and Business Reports](https://formweft.com/en/solutions/growth-operations): Connect lead entry points, ad data, orders, and business reports - unify sources, time zones, currencies, and metric definitions to deliver a traceable system for acquisition, attribution, reconciliation, and periodic review.
- [About FORMWEFT: FDE service team on site](https://formweft.com/en/about): Understand FORMWEFT's service positioning, collaboration approach, and project responsibility boundaries: centered on enterprise AI, connecting spatial intelligence and digital trust, and advancing system delivery together with clients.
- [Common Questions About Enterprise AI Projects and Partnerships](https://formweft.com/en/faq): Learn about project kickoff, budget range, data preparation, deployment options, result handover, accounts, and client portals - so you're ready for enterprise AI, virtual reality, and digital trust projects.
- [Enterprise AI Implementation Practice and Engineering Guide](https://formweft.com/en/insights): Read original practical guides on enterprise AI from pilot to production, knowledge base preparation, and implementation acceptance. Understand AI systems engineering with questions, evidence, and delivery checklists - don't replace facts with marketing metrics.
- [How AI pilots move to production: a go-live checklist](https://formweft.com/en/insights/ai-pilot-to-production): Review AI pilots from five aspects: business metrics, identity permissions, quality evaluation, exception handling, and operational costs, to form an auditable production release and rollback checklist.
- [Enterprise Knowledge Base Preparation Guide: Start by Organizing Sources, Permissions, and Standard Answers](https://formweft.com/en/insights/knowledge-readiness): Before launching the enterprise knowledge base, how to inventory document sources, knowledge owners, permissions, version conflicts, and representative questions, and establish a traceable evaluation and update mechanism.
- [Before Launching the Lead Generation System, Check These Boundaries](https://formweft.com/en/insights/lead-system-readiness): Before launching the lead generation system, verify form authorization, source parameters, duplicate leads, assignment rules, failure compensation, and external outreach boundaries, keeping review evidence for verification.
- [Why do ad platforms and order systems give different answers?](https://formweft.com/en/insights/attribution-reconciliation): Compare platform attribution, UTM, first- and last-touch points, and order sources to explain differences between ad platforms and order systems, and establish a reviewable operational decision metric.
- [What metrics should a marketing dashboard clarify first?](https://formweft.com/en/insights/marketing-metrics-contract): Establish a data contract for the marketing dashboard based on timezone, currency, discounts, refunds, taxes, and fulfillment status to avoid the same number meaning different things across teams.
- [Enterprise system technology radar: adopt, pilot, observe, and hold](https://formweft.com/en/insights/technology-radar): Record enterprise technology adoption recommendations based on business maturity, data boundaries, integration costs, evaluability, and exit costs; do not replace production judgment with vendor hype or demo performance.
- [Enterprise FDE engineer six-dimension capability map and development path](https://formweft.com/en/insights/fde-capability-map): Use six dimensions - business diagnosis, data and systems, AI workflows, evaluation governance, production operations, and on-site delivery - to assess the capability starting point of enterprise FDE engineers and design a real-project development path.
- [What should an enterprise AI workflow clarify first?](https://formweft.com/en/insights/ai-workflow-blueprint): Design a verifiable, rollback-capable enterprise AI workflow using the owner, trigger conditions, trusted inputs, AI-human boundaries, output actions, test samples, stop conditions, and operational responsibility.
- [2026 enterprise FDE trends: from tool training to on-site engineering delivery](https://formweft.com/en/insights/fde-enterprise-update-2026): Based on 2026 public official materials, this analyzes why enterprises are starting to cultivate FDEs from internal engineering teams, including industry scenarios, system integration, evaluation governance, and production responsibility in training plans.
- [FORMWEFT AI Skills and enterprise practice resource library](https://formweft.com/en/resources): Get enterprise AI, FDE engineer, AI short drama, and talking-head video Skills that have been explicitly licensed and security reviewed, and see usage scenarios, learning paths, permission boundaries, versions, hashes, and audit notes.
- [AI Short-Drama Production Design and Acceptance Skill](https://formweft.com/en/resources/formweft-ai-short-drama-studio): Original AI short-drama production design and acceptance Skill: outputs planning, characters, storyboards, task lists, and acceptance sheets by default; only after tools, data destinations, and authorizations are approved does actual generation begin.
- [AI talking-head and digital human production design Skill](https://formweft.com/en/resources/formweft-ai-talking-head-studio): Original AI voiceover and digital human production design Skill: covers licensing, spoken scripts, performance, lip sync, captions, and acceptance; by default does not call models, upload assets, or auto-publish.
- [Agent Skill security audit and clean release guide](https://formweft.com/en/resources/formweft-skill-security-audit): Learn how to isolate, statically check, verify licenses, declare capabilities, manually review, and cleanly rebuild third-party Agent Skills to avoid installing unknown code directly into production environments.
- [GitHub repo quick diligence Skill](https://formweft.com/en/resources/formweft-github-repo-due-diligence): Without cloning, installing, or running repository code, verify license, maintenance, supply chain, release integrity, and adoption risks to form a traceable GitHub repository due diligence evidence package.
- [GitHub high-potential project radar Skill](https://formweft.com/en/resources/formweft-github-project-radar): Use a repeatable evidence framework to discover and compare high-potential GitHub projects, distinguishing popularity, maintenance quality, adoption fit, and supply chain risks without treating star counts as conclusions.
- [E-commerce image prompt reconstruction Skill](https://formweft.com/en/resources/formweft-ecommerce-image-prompt-reconstruction): Break a reference image into composition, subject, lighting, materials, text safe area, and constraints to form reviewable, iterable e-commerce image prompts without directly copying brand assets.
- [E-commerce main image evidence-based diagnosis Skill](https://formweft.com/en/resources/formweft-ecommerce-main-image-review): Diagnose e-commerce product images using five dimensions: information hierarchy, product recognition, selling points, platform constraints, and experimental hypotheses, and output actionable change orders rather than just aesthetic opinions.
- [E-commerce operations data analysis Skill](https://formweft.com/en/resources/formweft-ecommerce-data-analysis): Establish a unified standard from orders, traffic, ads, products, and fulfillment data to identify profit and growth issues, forming a business analysis with evidence, responsible parties, and next steps.
- [n8n content pipeline blueprint Skill](https://formweft.com/en/resources/formweft-n8n-content-pipeline-blueprint): First clarify the boundaries of input, approval, generation, quality inspection, publishing, and rollback, then configure the content production workflow into an auditable n8n blueprint, defaulting to not connecting any external accounts.
- [E-commerce visual production SOP Skill](https://formweft.com/en/resources/formweft-ecommerce-visual-production-sop): Connect requirements, assets, layouts, generation, manual review, platform adaptation, and archiving into a transferable e-commerce visual production standard, reducing rework and version chaos.
- [Viral main image evidence lab Skill](https://formweft.com/en/resources/formweft-ecommerce-hero-image-evidence-lab): Use samples, variables, evidence, and experiment records to study high-performing images, distinguish correlation from causation, avoid copying competitor assets, and produce verifiable creative hypotheses.
- [Competitor evidence distillation map Skill](https://formweft.com/en/resources/formweft-competitor-evidence-distillation-map): Organize public competitor information into a four-layer map of facts, inferences, unknowns, and actions, retaining sources and timestamps, so competitive intelligence truly serves product, marketing, and sales decisions.
- [Competitor teardown script toolkit Skill](https://formweft.com/en/resources/formweft-competitor-deconstruction-script-kit): Turn competitor research into an evidence chain, shot list, and review checklist for short videos or talking-head scripts, avoiding unverified comparisons, disparagement, and copyright material reuse.
- [Feishu data hub: reconcile first, then import](https://formweft.com/en/resources/formweft-feishu-data-hub): Organize order, product, and refund CSV files into clear field definitions, primary keys, currencies, and import previews, avoiding writing dirty data straight into online spreadsheets.
- [Article knowledge base: every answer has a source](https://formweft.com/en/resources/formweft-article-knowledge-base): Turn authorized articles and internal documents into a source ledger, knowledge chunks, retrieval questions, and answer evidence, handling outdated versions, conflicts, and insufficient materials.
- [Tool hands-on reviews: no steps left to imagination](https://formweft.com/en/resources/formweft-tool-tutorial): Write reproducible tutorials using real versions, operation logs, screenshots, and read-back evidence; parts not actually verified remain as pending verification rather than being fabricated as definite steps.
- [Xiaohongshu content planning: from evidence to review](https://formweft.com/en/resources/formweft-xiaohongshu-content-planner): Score topics, create image-text drafts, hand off for manual publishing, and review performance based on real audience questions and brand evidence, with account actions always individually authorized.
- [UI design review: turn 'premium feel' into testable questions](https://formweft.com/en/resources/formweft-ui-design-review): Use page goals, information hierarchy, font size and line height, spacing and alignment, and responsive testing to turn vague aesthetic opinions into a corrective checklist with evidence, priorities, and re-testing conditions.
- [Customer review analysis: dedupe first, then discuss trends](https://formweft.com/en/resources/formweft-customer-review-analysis): Define deduplication, tag definitions, unique counts, denominators, and priorities clearly to avoid duplicate reviews, word frequency, and a few quotes being mistaken for all customer conclusions.
- [TikTok content operations: plan that executes, account without overreach](https://formweft.com/en/resources/formweft-tiktok-content-operations): Use brand evidence to select original topics, organize weekly content, and vet creators; reserve login, contact, publishing, ad placement, and budget strictly for clearly authorized personnel.
- [Amazon operations review: orders, ads, inventory on the same basis](https://formweft.com/en/resources/formweft-amazon-operations-review): Separate order, refund, ad, and inventory granularity, then use traceable formulas to calculate ACOS, TACOS, refunds, and coverage days, forming pending actions that do not auto-modify accounts.
- [Group chat insights: see problems, don't profile individuals](https://formweft.com/en/resources/formweft-chat-insights): Turn authorized, exported, minimized group chat spreadsheets into a ledger of group-level issues, decisions, and actions; after deduplication, disclose the denominator, protect privacy, and avoid profiling members by performance or personality.
- [RPA process blueprint: design for failure first, then discuss automation](https://formweft.com/en/resources/formweft-rpa-workflow-design): Break processes into deterministic, assisted, and fully manual steps; define states, idempotency, authoritative readback, failure paths, and takeover materials; stop immediately at CAPTCHAs - do not auto-recognize, bypass, or retry.
- [Team SOP handover: only counts as received when someone can pass independently](https://formweft.com/en/resources/formweft-team-sop-handoff): Turn role experience into role-based SOPs, least-privilege checklists, exception paths, and calculable acceptance records; document handoff is not done until independent reproduction and reverse handoff serve as release evidence.
- [Enterprise AI practice collection: 23 methods in one take](https://formweft.com/en/resources/formweft-practice-collection): Combine R&D, short-drama voiceover, e-commerce, data, Feishu, knowledge base, and process handoff methods into one learning collection. Choose a set based on business problems, do a sample first, then apply to your own materials.
- [Talking-head motion graphics workbench: turn subtitles into visuals](https://formweft.com/en/resources/formweft-motion-workbench): Free voiceover dynamic effects workbench: import videos and SRT locally, drag captions, customize card backgrounds, watermark can be turned off, and export MP4 or WebM output with original audio. Offline source code and Skill included, no asset upload required.
- [MiniMax H3 local video workflow: generate raw footage, edit subtitles, export final video](https://formweft.com/en/resources/formweft-minimax-h3-workflow): Learn to use local ComfyUI and MiniMax H3 to create voiceover raw footage, then drag captions, customize card backgrounds, and export the final video in the FORMWEFT workbench. Provides original Skill, de-identified workflow, prompts, and caption samples, no model weights included.

## Contact and updates
- [Sitemap](https://formweft.com/sitemap.xml)
- [Knowledge updates feed](https://formweft.com/en/insights/feed.xml)
- [Contact](https://formweft.com/en/contact)

Check each resource for its license, version and review notes. Submissions, posts and paid generation require user confirmation and the relevant authentication and permissions.