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Field implementationAI development service

From AI design and development to deployment in the field

FDE

Rather than handing over a model, we build the operation that actually gets used.

A Forward Deployed Engineer embeds on-site and implements the UI, integration with existing systems, business workflows, and the AI model end to end. The same team stays responsible through post-deployment improvement.

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Our approach to service delivery

We deliver a system that keeps getting used after deployment.

Key features

Supporting responsible operation
from the design stage.

Designed not around the number of features, but around the lines of responsibility needed to keep critical AI safe over time.

Operational UI

Understand on-site judgment calls and exception handling, and design screens that can be used without hesitation in daily work.

System integration

Connect safely to existing data infrastructure, authentication, core systems, and surrounding tools.

Workflows

Implement AI suggestions, human approval, rollback, and record-keeping as a single connected operation.

End-to-end delivery

Carry everything from problem discovery through design, development, deployment, evaluation, and improvement under a single line of accountability.

Adoption & operation process

From adoption
to ongoing operation.

Manufacturing / Finance / Operations central to society or business

  1. Embedding on-site

    Understand the real constraints from inside the field.

  2. Implementing the operation and the AI

    Implement the model and the operational experience at the same time.

  3. Post-deployment improvement

    Remain responsible for outcomes and safety after production deployment.

Things to confirm before adoption

What to clarify
before adoption.

These are items to confirm and design during adoption. They do not represent implemented features or results from any specific engagement.

AI development

Modeling your business's future at AI speed

End-to-end support from PoC to operation, powered by a research organization's advanced customization

Main visual for the AI development service
AI development service

Client companies

Japan Deep Learning Association (JDLA)Panasonic CorporationAsahi Kasei CorporationKOA CorporationOpenWork Inc.Suntory Beverage Solution Ltd.RYODEN CorporationMacnica, Inc. FINESSE CompanyKikagaku, Inc.CTI Engineering Co., Ltd.Stitch Co., Ltd.Capital Asset Planning, Inc.Wesco Inc.Kyoei Sangyo Co., Ltd.Polimill Co., Ltd.Newtech Co., Ltd.AlpacaTech Co., Ltd.Out Loud Inc.Industrial Growth Platform, Inc. (IGPI)Bourbon CorporationNTT EAST, Inc.Astellas Pharma Inc.NEC CorporationJFE Engineering CorporationHarima Chemicals, Inc.Daisue Construction Co., Ltd.Maxell, Ltd.The Securities Analysts Association of JapanWellfort Co., Ltd.Rosso Inc.Recovery International Co., Ltd.AiRato Inc.AMI Inc.ai6 Co., Ltd.Otas Co., Ltd.Zenken Corporation

* Companies we regularly work with

Why clients choose Elith

Deep technical expertise from AI research

  • Track record of accepted papers and published books
  • End-to-end support from planning and requirements definition through deployment

Relentlessly pursuing deeper technology

  • Ongoing research to stay current with the latest AI technology
  • Knowledge built through conference presentations, accepted papers, and joint research

Applying technology to real business

  • Developing AI tailored to on-the-ground challenges and turning it into something practical
  • AI agents, computer vision AI, multimodal applications, and more

Deployed as a product in the field

  • Supporting everything from a small start to full operational adoption, accelerating results
  • Consistent support across development → validation → rollout

Elith's focus technologies

AI agents

  • Analysis
  • RAG
  • Voice generation
  • Optimization
  • Text generation

Computer vision AI

  • Anomaly detection
  • Image OCR
  • Image classification
  • Object detection
  • Image generation

Development process

End-to-end support from PoC to operation, powered by a research organization's advanced customization

Requirements definition

Put the challenge into words and define clear criteria for success.

  • Operational interviews
  • Defining success metrics
  • ROI estimation

PoC

Run it in the field and measure the impact.

  • Desk-based PoC (accuracy validation) → field PoC (operational trial)

Development

Turn the ideal workflow into reality.

  • Operations design
  • System development
  • UI implementation

Operation

Ongoing support through to full operational adoption.

  • Maintenance through to full operational adoption
  • User support
  • Ongoing support through continuous-improvement design

Case studies

Ongoing research to stay current with the latest AI technology

Manufacturing × AI agents

An agent that can converse with technical documents, combining R&D knowledge utilization with operational efficiency

An AI agent that converts data into 3D models

Construction × AI agents

Instantly search similar drawings and convert them to 3D, dramatically speeding up drawing processing

Development of an AI agent with optimized dialogue capabilities

IT × AI agents

Recreating emergency response with AI, generating conversation scenarios to accelerate practical training

Supporting the digitization of financial statements with high-precision OCR

Finance × computer vision AI

Digitizing financial statements with high precision, automatically reading account items into a database

A manufacturing employee working in an office
Manufacturing × AI agents
Image of an AI agent handling a construction site and 3D drawings
Construction × AI agents
A scene of reviewing an emergency-response conversation scenario using AI
IT × AI agents
A scene of reviewing financial data on a computer screen
Finance × computer vision AI

Clients

Logo of Recovery International Co., Ltd.
Recovery International Co., Ltd.
Logo of JFE Engineering Corporation
JFE Engineering Corporation
Logo of RYODEN Corporation
RYODEN Corporation

Bring innovation to the future of your business.

We work closely with clients on their core challenges, supporting sustainable value creation through AI development and IP strategy. Feel free to reach out for an initial consultation.

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Use in the field

How the product is used in the field, and what questions it answers.

View all case studies ↗