Enterprise Delivery Services · GPTBots FDE

Put AI to work in the business,and keep the value coming.

GPTBots delivery engineers work alongside your team: they start from a problem worth solving, connect data and systems, and deliver AI applications that work, deliver measurable results and support long-term operation.

Discuss your business goalsSee the delivery process

A clear delivery path

Every step has a visible deliverable.

Agree on goals first, then validate step by step. Business, IT and delivery teams sign off together at each key milestone and move forward as readiness allows.

  1. 01

    Business diagnosis

    Confirm priority scenarios, metric definitions and the current baseline.

    What you get Scenario scope and success criteria
  2. 02

    Data and environment readiness

    Map knowledge, permissions, system interfaces and deployment conditions.

    What you get Data inventory and implementation plan
  3. 03

    Co-building the application

    Build Agents, connect processes and test with real tasks.

    What you get A verifiable business application
  4. 04

    Validation and go-live

    Run a small-scale pilot, evaluate it against the baseline and confirm go-live.

    What you get Evaluation report and go-live record
  5. 05

    Handover and ongoing operation

    Train your team, hand over operations, and use monitoring and reviews to expand to more business scenarios step by step.

    What you get Operations manual and iteration plan

Platform capability × delivery experience

Expert support from the first step to long-term operation.

With GWork and GStudio as the foundation, we bring models, knowledge, connectors and governance into real business work, and every co-build leaves behind capabilities your company can keep using.

01 / 06

Find scenarios worth investing in

FDEs go to the front line to map processes, exceptions and human handoff points, then weigh the investment and expected return against the data available.

  • What you get: Scenario priorities, business baselines and acceptance metrics

02 / 06

Make enterprise knowledge truly usable

Organize knowledge sources, clean data, sort out permissions and connect business systems, so AI retrieves information and performs tasks within its authorized scope.

  • What you get: Knowledge bases, system connections and access permission settings

03 / 06

Turn business processes into Agents

Convert SOPs into Agents and Workflows that combine knowledge retrieval, tool calls and human review to cover the branches and exceptions of real business.

  • What you get: Working applications, test scenarios and evaluation records

04 / 06

Move smoothly into production

Prepare the environment for SaaS, dedicated cloud or on-premises requirements, and control change risk with staged rollouts, go-live checks and rollback plans.

  • What you get: Deployment plan, go-live checklist and rollback plan

05 / 06

Get everyone using it, and your team owning it

Employees practice real tasks, business owners learn to refine scenarios, and admins master permissions and operations, with training that completes the operational handover.

  • What you get: Role-based training, user guides and operating SOPs

06 / 06

Keep running, keep improving

Monitoring, issue handling and regular reviews keep knowledge, models and processes improving, with service backed by the agreed SLA.

  • What you get: Operations mechanisms, service response commitments and an improvement plan

Starting from real work

Delivery capability, applied to concrete business problems.

  • Reviews that are grounded and traceable

    Scattered rules and review expertise are organized into a knowledge base that links first-pass review, human review and record-keeping, so every comment traces back to the original clause.

    Focus: review time, consistency of criteria, citation accuracy

  • Training that happens anytime

    Product knowledge and compliance requirements are built into role-play practice, scored and reviewed against consistent rules, so employees practice repeatedly in realistic scenarios.

    Focus: ramp-up time, practice coverage, mastery of key points

  • Turn daily work into team capability

    Bring GWork in through high-frequency tasks such as research, reports and documents, configure identity and governance policies, and capture proven practices as shared skills.

    Focus: task time, actual usage, output quality

After go-live, the value keeps growing

We deliver the application, and the ability to run it.

Configuration, knowledge bases, evaluation records and operating guidelines are handed over together. Your team owns day-to-day maintenance, while the delivery team supports complex scenarios and ongoing optimization.

Service is agreed upfront

The project defines the SLA, service hours, response and escalation mechanisms, and each side's responsibilities.

Operations you can see

Call records, usage and alerts help locate issues, keeping operating status, costs and changes traceable.

Improvements backed by evidence

Review results against the business baseline, adjust knowledge and processes, then roll proven scenarios out to more teams.

Before we start working together

Start with tasks that are high-frequency, clearly bounded, backed by accessible data and measurable in outcome. We work with your business and IT teams to map processes, constraints and expected returns, then set the first scenario and implementation scope.

Start with one problem worth solving.

Bring your business goals and current pain points, and together we will define the first scenario, implementation conditions and delivery path.

Discuss your business goals