01
AI consulting & assessment
Interview the users and map the data, systems and responsibilities. Shortlist 1–3 use cases with architecture and budget advice.
DeliverableUse-case shortlist, architecture and budget range
DIFY · AI CONSULTING
Dify consulting & AI implementation
From data and workflow assessment to Dify deployment, agent development and ongoing operations. Connect AI to your CMS, CRM, ERP and apps with the same team assessing, building and operating it.
Four services, available separately
Define the data, permissions and acceptance criteria for the first workflow before choosing a platform or model.
02
Dify platform setup
Evaluate cloud, enterprise VPC or on-premises deployment. Confirm the edition, SSO, permissions, model providers and monitoring required.
DeliverableAn AI platform the team can use
03
Agent development & integration
Build RAG, Workflow, Chatflow and tools, then connect to the existing CMS, CRM, ERP or app through APIs.
DeliverableTestable workflows, integrations and acceptance cases
04
Operations & governance
Plan upgrades, security-advisory response, quality tests and usage reviews, with rollback and incident handling.
DeliverableQuality, cost and operations reports
TENTEN × DIFY
AI connected to existing systems, with clear working boundaries
From Tenten’s October 2026 consulting deck: five client platforms, their AI integration workflows, data sources and human review.
ASE Holdings · Semiconductors
AI integration case
ESG disclosure navigator
Answers only from published reports, citing year, section and entity; drafts customer ESG questionnaires internally
Explore the workflow
ASUS Pressroom · Technology · Media hub
AI integration case
Press release publishing copilot
On draft save: SEO fields, tags from the existing taxonomy, album path, image alt text, a Traditional Chinese draft
Explore the workflow
CEC · Civil & building engineering
AI integration case
Project credentials agent
Parse tender requirements → match archive and internal register → list projects with evidence → draft credentials section
Explore the workflow
CuboAi · AI baby monitors
AI integration case
Parent care assistant
Model comparison, setup and Wi-Fi help, warranty and returns; verified order lookup; handoff with summary
Explore the workflow
AREA 02 · Collectibles marketplace
AI integration case
Trade concierge
Explains matching, fees and authentication; shows order and authentication status after login; opens dispute tickets
Explore the workflow
Start with one use case you can accept
Commission the assessment separately. Review the use-case shortlist, architecture and budget range before committing to a build.
01
Use-case assessment
Interview teams, map data and systems, and select the first use cases.
02
Architecture & PoC
Decide deployment, models and access, then make one use case testable.
03
Build & integrate
Complete workflows, knowledge, system APIs, permissions and test sets.
04
Launch & operate
Assign owners for monitoring, upgrades, quality and cost reports.
Data boundaries decide the deployment
Cloud / enterprise VPC
Use Dify Cloud or deploy in the organization’s AWS, GCP or Azure environment. Establish which data may reach a cloud model.
On-premises
Keep the platform, knowledge and model in the enterprise environment. Evaluate network access and operating responsibility with the data boundary.
Hybrid
Keep knowledge and data internally; send only approved requests to cloud models. Permissions and data classification define the boundary.
Agree who owns the work after launch
A self-hosted platform needs upgrades, quality checks and cost management. Agree the operating scope and responsibilities before launch.
Versions & rollback
Upgrade staging first, back up before changes, and plan data migrations and rollback.
Security & permissions
Review security advisories and affected components; agree roles, log retention and access.
Answer quality
Maintain a fixed test set. Review citations and unanswered questions to improve knowledge and workflows.
Usage & cost
Review usage by application and department, then check model choice, cost and task fit.
Questions to answer before starting
Can we commission only the assessment?
Yes. Review the use-case shortlist, architecture and budget range before deciding on platform setup, agent development or operations.
Do we need Dify Enterprise?
Assess SSO, audit, workspace and permission requirements first, then evaluate the edition and license. Verify current capabilities and terms with Dify’s official documentation.
Must we replace our CMS, CRM or ERP?
Start with the existing system’s APIs, data model and permissions. The deck covers integrations around Webflow, Directus, Shopify and an app; scope depends on each system.
How autonomous should the first agent be?
Start with a narrow task, fixed steps and human approval. Evaluate quality and exception handling before adding tool permissions.
Do these cases publish time savings or ROI?
The five Tenten cases describe workflows, guardrails and tracking criteria, without AI improvement figures. Japanese enterprise figures belong to their cited companies or vendors and are not Tenten delivery results.
2026.10 · BILINGUAL PRESENTATION
Enterprise AI agents, from assessment to operations
A 35-slide presentation covering four service stages, five Tenten integration cases and eight public Japanese enterprise adoption examples.
Japanese enterprise examples are third-party references, presented separately from Tenten client cases.
Bring one workflow and three questions
Where is the data? Which systems need connecting? Who approves? Assess these before choosing a platform or model.
START HERE
Leave your contact details
Enter your name and work email. The problem type is optional. We will learn about the workflow by email; no specification or confidential data is needed here.
- Start with one real workflow
- A senior delivery team reviews the enquiry
- We will say if AI is not useful
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