Spark
A platform built to streamline sustainability reporting, ESG data management, and environmental analysis through AI-supported workflows.
DEISO AI
AI-supported platforms and services built for sustainability execution at enterprise scale.DEISO AI equips your projects with the analytical layer behind a working Sustainability Operating System — intelligent analysis, automated reporting, and clear communication of results across industries.
Every platform is built around the same standard: the numbers stay traceable, the methodology stays defensible, and the output is ready for technical review.
What is DEISO AI?
DEISO AI is the analytical system built by DEISO LLC to support environmental sustainability, climate responsibility, and data-led sustainable development. It is built for high-impact sustainability domains, including:
- Life Cycle Assessment (LCA)
- Greenhouse gas (GHG) emissions — Scopes 1, 2, 3, 4
- Environmental Product Declarations (EPD)
- Product Carbon Footprints (PCF)
- Carbon neutrality strategies
- Sustainability KPI tracking
- ESG reporting and disclosure
- Environmental performance analysis
- Data storytelling, dashboards, and visualization
At its core, DEISO AI combines scientific modeling, technical precision, and automation so teams can quantify, cross-check, report, and improve sustainability outcomes.
Proprietary algorithms and standards-aligned scoring systems
Beyond the global AI models it integrates, DEISO AI runs on DEISO’s own proprietary algorithms and scoring systems, built for:
- Environmental performance benchmarking
- LCA, PCF, and EPD data validation
- GHG accounting and mitigation strategy simulation
- ESG alignment tracking
- PCR and standards conformance scoring
All scoring and AI logic are developed in alignment with internationally recognized ISO standards, including:
- ISO 14040 / ISO 14044 – Life cycle assessment (LCA)
- ISO 14025 / EN 15804 – Environmental Product Declarations (EPD)
- ISO 14067 – Carbon footprint of products (PCF)
- ISO 14064-1 / ISO 14064-2 – GHG emissions reporting and verification
- ISO 21930 – Sustainability of construction products (EPD-related)
- ISO 14046 – Water footprint
- ISO 14048 – LCA data documentation format
This keeps DEISO AI review-ready, aligned with the standards clients are assessed against, and applicable across markets.
The hybrid AI architecture behind DEISO AI
DEISO AI operates as a composite AI platform, combining multiple frontier language models with DEISO-trained sustainability models. The current model layer includes:
- OpenAI — GPT-5.6 Sol, GPT-5.6 Terra, GPT-5.6 Luna
- Anthropic — Claude Opus 5, Claude Sonnet 5, Claude Haiku 4.5
- Google — Gemini 3.6 Flash, Gemini 3.5 Flash, Gemini 3.1 Pro
- xAI — Grok 4.5
- Mistral AI — Mistral Large 3, Mistral Small 4, Ministral 3
- Meta — Llama 5
- DeepSeek — DeepSeek-V4-Pro, DeepSeek-V4-Flash
- Alibaba — Qwen3.7-Max
Model selection is task-based rather than fixed: reasoning-heavy standards work, long-context inventory review, and high-volume data processing each route to the model best suited to the job. The roster is reviewed as new releases land.
Every model sits inside DEISO’s custom-trained logic layer, keeping results scientifically grounded, standards-based, and contextualized for real-world sustainability work.
The DEISO AI product ecosystem
DEISO AI supports a growing set of specialized platforms and assistants, including:
- DEISO Visaly — interactive environmental dashboards and visual analytics
- DEISO Spark — carbon and GHG performance evaluation
- Sansu AI — AI-supported life cycle inventory (LCI) and LCIA analysis
- Kensa EPD — EPD data checks against ISO standards and PCRs
- Satori AI — environmental storytelling and report automation
- Mirai AI — assistant for consulting and training services
Together these components form an integrated AI sustainability suite, equipping decision-makers, scientists, and ESG teams.
Product categories
DEISO AI product categories: Type P vs Type S
DEISO AI reaches clients in two ways — as a platform they use directly, or as an engine running inside DEISO project work.
| Feature | Type P — product-based | Type S — service-integrated |
|---|---|---|
| Availability | Subscription-based access by clients | Embedded within DEISO project work |
| Access model | Clients use the platform directly | Clients receive outputs produced using AI |
| Customization | Pre-defined according to subscription plan | Fully customized to project and client needs |
| Pricing model | Monthly or annual subscription plans | Cost covered within project pricing |
| Examples | Spark, Visly, Kiku AI, Hikari AI | Satori AI Engine, custom project AI engines |
DEISO Satori AI Engine for Intelligent Storytelling
Platforms and services
DEISO AI platforms and services
Each platform covers a specific part of sustainability execution — reporting, visualization, inventory work, impact assessment, and training support.
Visly
An AI-supported platform that turns complex sustainability and technical data into interactive visualizations, supporting R&D projects, reporting, and decision-making.
Satori AI Engine
An internal, project-focused AI engine used inside DEISO client projects. It produces data-led insights, clear narrative reporting, and stronger technical documentation across LCA, ESG, GHG, PCF, and EPD studies.
Chatbot AI
An AI-supported chat interface giving users instant, interactive access to DEISO’s sustainability and technical knowledge across multiple topics.
Kiku AI
An AI assistant supporting remote, offsite, and onsite sustainability training programs with real-time Q&A, strengthening learning engagement.
Hikari AI
A personalized AI chatbot built for trainees during offsite training programs in Japan, offering educational guidance and resource recommendations.
Mirai
An AI-supported assistant helping users navigate sustainability solutions, project resources, and tailored technical recommendations across DEISO platforms.
DEISO LCA Studio
An AI-supported educational and practical platform for learning, practicing, and applying Life Cycle Assessment (LCA) methodologies with guided assistance.
EcoIN Data AI
An AI platform that speeds up Life Cycle Inventory (LCI) process identification for LCA, PCF, EPD, and GHG projects, matching descriptions against database entries drawn from over 130,000 processes across 28+ databases.
CFs AI Finder
An AI-supported tool that lets teams retrieve Characterization Factors (CFs) for Life Cycle Impact Assessment (LCIA) precisely and in a structured way, supporting impact category analysis in environmental modeling.
Case study
Powered by DEISO AI
How the DEISO AI layer runs inside a live platform — from diagnosis through to execution.
DEISO Mirai™ AI Pro — built on DEISO AI
Mirai is the clearest working example of what DEISO AI produces. A user describes a sustainability challenge in their own words; Mirai classifies the input, detects which stage of the work they are actually at, identifies the execution gap, and routes them to the specific DEISO service that closes it.
It is not a chatbot and not a service directory. It is a standards-aligned decision engine that converts sustainability objectives into execution pathways across LCA, EPD, GHG, Scope 3, ESG, and digital systems.
- It diagnoses before it recommends — classification and stage detection run before a single line of guidance is produced.
- It decides rather than suggests — one dominant recommendation, the reasoning behind it, and the risk of not acting.
- It adapts depth to the question — plain and direct for simple queries, technical precision for LCA and GHG methodology work.
- It escalates to people — human support routing takes the highest priority in the system, at any point in a conversation.
Diagnose → decide → direct → convert
Every Mirai response follows the same four-phase execution logic. Not inform, suggest, repeat.
1
Diagnose
Classifies the input, detects execution stage, identifies the service gap, and sets the response mode before any output is generated.
2
Decide
Selects one dominant recommendation based on impact and entry friction. Equal options are never presented side by side.
3
Direct
Produces a structured response anchored to the user’s own language, with service-mapped paths and integration timeline.
4
Convert
Closes with a single scoped next step that enters the requirement directly into the DEISO execution pipeline.
What Mirai does not do
Mirai does not calculate emissions, run LCA models, or process raw data. It evaluates context, identifies the right execution approach, and directs the request to the DEISO technical service that carries out the work. Questions outside sustainability are redirected rather than answered.
An engine that routes you to a service you do not need is not intelligent. Mirai is built to earn trust through the accuracy of its diagnosis, not the volume of its recommendations.
Applications
DEISO AI platforms and solutions: applications across industries for sustainability, ESG, LCA, and data analysis
Type P platforms are used directly by clients under subscription. Type S engines run inside DEISO project work, with the output reaching the client as part of the study.
| Platform / service | Type | Description | Example use case | Applicable industries |
|---|---|---|---|---|
| Visly | Type P | Interactive data visualization platform for sustainability and R&D projects. | Visualizing ESG metrics for corporate sustainability reports. | Finance, retail, energy, education |
| Spark | Type P | Streamlined platform for ESG reporting and environmental data analysis. | Preparing ESG disclosure reports for investors. | Finance, real estate, manufacturing |
| Satori AI Engine | Type S | Narrative AI engine that produces clear, well-structured project outputs across LCA, ESG, and GHG studies. | Producing an LCA report with AI-supported narrative visualization. | Construction, chemicals, energy, automotive |
| EcoIN Data AI | Type P | AI-supported platform that speeds up LCI process search and matching for LCA and EPD studies. | Matching EPD product processes faster during study preparation. | Building materials, electronics, packaging |
| Kiku AI | Type P | AI trainer for sustainability education, remote learning, and stronger training programs. | Supporting ESG training participants with interactive Q&A. | Education, consultancy, public sector |
| Hikari AI | Type P | Personalized AI assistant for offsite training support in sustainability and technical fields. | Strengthening the trainee experience in offsite ESG workshops. | Training institutes, corporate ESG training |
| Chat Board | Type P | Interactive AI-supported sustainability consulting and project guidance platform. | Assisting companies with real-time GHG and carbon footprint queries. | Energy, transportation, infrastructure |
| Mirai | Type P | AI navigator supplying sustainability resources, tailored recommendations, and project insights. | Helping companies find relevant sustainability datasets and tools. | Energy, materials, electronics, government |
| CFs AI Finder | Type P | AI platform for retrieval and mapping of characterization factors (CFs) for environmental impact categories. | Supporting LCA projects with automated CF lookup tables. | Agriculture, construction, automotive, public policy |
| DEISO LCA Studio | Type P | AI-supported platform for hands-on learning and real-time application of Life Cycle Assessment methodologies. | Training and upskilling sustainability analysts on LCA standards. | Education, consulting, energy, electronics |
Next step
Not sure which service fits your project?
Tell us your scope, timeline, and target outcome — DEISO will point you to the right service or scope the work directly.