The Intelligence Gateway to Sustainability and Execution. v5.0 Stable
Describe your sustainability challenge. DEISO Mirai™ AI Pro will diagnose it, identify the execution gap, and direct you to the right solution — with precision, speed, and standards alignment. Ask about DEISO's services, solutions and training in Chat, or open Analysis for a full execution plan in the enterprise workspace — then book your Free Technical Evaluation right in the conversation.
DEISO Mirai™ AI Pro is not a chatbot. It is an enterprise sustainability workspace and a standards-aligned decision engine that converts sustainability objectives into precise execution pathways across DEISO's services and ecosystem — LCA, EPD, PCF, GHG, Scope 3, ESG, training and digital solutions.
Ask Mirai on dei.so
Start from the DEISO website: the Ask Mirai page opens Mirai in one click, without searching for it.
dei.so/ask-ai/ →Enterprise workspace
Full-screen, distraction-free environment with module rail, context panel and report-style answers for deep engagement.
Open Mirai full screen →Fast, direct answers
Ask about DEISO's services, solutions and training and get a short, expert answer with the one DEISO link that fits.
Start in Chat →Full execution analysis
Standards, national frameworks, execution paths, six shortcuts and a prepared project summary you can send straight to DEISO.
Open Analysis →Full details in the v5.0 Stable changelog.
Core features and engines, ranked
39 capabilities — every engine introduced in v5.0 Preview plus the enterprise workspace, calendar integration and DEISO WP Pro integration delivered in v5.0 Stable — ranked by their impact on turning a sustainability objective into execution.
Enterprise User Interface
A dedicated sustainability workspace with module rail, live context panel, report-style answer cards and a command bar — replacing the single chat window.
Chat and Analysis modes
Two ways to work in one Mirai: Chat for short, direct answers about DEISO's services, solutions and training; Analysis for the full seven-section execution analysis.
Seven-Section Advanced Response System
Direct Answer, Integration Explanation Layer, Mirai Recommendation, Execution Paths, Comparison Table, Get Started and Follow-Up Question — delivered as a locked architecture.
Six Analysis shortcuts
Assess, Plan, Align, Train, Data and Review — each shapes the answer: current position and gap, phased roadmap, applicable standards, training path, data requirements, or verification readiness.
Live context panel
Shows the detected market and sector, referenced standards, national frameworks and response language for every analysis.
Session history
Past Chat and Analysis sessions in one History view, with a New session button.
Geo Sustainability Country Intelligence
198 countries mapped to their environmental problems, goals, regulations, disclosure requirements, market-access rules and sector frameworks.
Standards-anchored intelligence
Responses grounded in ISO 14040/44, ISO 14067, ISO 14025, ISO 14064, EN 15804+A2, the GHG Protocol and recognised ESG frameworks.
Most specific DEISO page, every time
Mirai selects the DEISO service, training programme, solution or tool page that matches the need most precisely, instead of a broader category page.
DEISO Page Directory — integration with DEISO WP Pro
DEISO WP Pro, the pro plugin that powers the DEISO website, company operations and several DEISO platforms, publishes an always-current directory of DEISO's service, training and solution pages that feeds Mirai.
Diagnose → Decide → Direct → Convert
The locked four-phase behavioural principle. Every Mirai response follows this exact sequence.
Execution-stage detection engine
Classifies every user into Structuring, Validation, Pre-Submission, Governance or Unclear, and adapts the full response to the detected stage.
Keyword reinterpretation engine
Maps ambiguous verbs — reduce, optimise, improve — to the right sustainability domain, without forcing it when intent is already clear.
Send your project to DEISO
Mirai prepares a project summary from the conversation and sends it to DEISO in one click, with the full conversation attached.
Calendar integration
Book the Free Technical Evaluation inside the conversation — offered once after a full analysis, and available from Book in Analysis and Book evaluation in Chat.
Human support escalation engine
Highest routing priority, now with a support form inside the conversation — name, email, request and message, conversation attached.
Priority hierarchy engine
Ranks recommendations by impact, entry friction and readiness. The dominant service always comes first; equal presentation is invalid.
Link intelligence engine
Every link is copied exactly from DEISO's own service pages — including every DEISO service in a comparison table. Articles and case studies are never presented as services.
Integration explanation layer
A Before / During / After view of how the recommended service fits into the user's existing workflow.
Decision closure engine
Every full analysis ends with a decisive closing statement naming the specific risk of inaction tied to the user's context.
Conversion engine
Three calibrated points in every full analysis: the risk to address, the defensible outcome, and a clear entry into DEISO's execution pipeline.
Live pipeline signal engine
Mirai operates as the front end of DEISO's live execution pipeline, so qualified requests reach DEISO directly.
Open a full analysis
When a Chat question describes a real project, Mirai offers a one-tap move to Analysis with the question already filled in.
Dynamic decision question engine
Selects one precision follow-up question from five stage-specific templates.
English, Arabic and German interface
A language switch in the toolbar, a full Arabic interface with right-to-left layout and the Tajawal Arabic font, and a full German interface in formal German.
Universal language matching
Mirai answers in the language the user writes in, with native-quality Arabic.
User language anchor engine
Every Direct Answer reuses at least one key phrase from the user's input, anchoring the recommendation to their context.
Tone adaptation engine
Clear, jargon-free guidance for simple questions; technical precision for advanced ones.
Fresh conversation per mode
Switching between Chat and Analysis starts a new conversation with its own welcome, so answers never mix.
Dark and light themes
A sun and moon toggle, dark by default, built on the DEISO Design System.
Mobile and tablet workspace
A dedicated phone toolbar, a context drawer on tablets, and stacked cards and forms on small screens.
Response compression engine
Scales output depth to input complexity: a short answer for a simple question, the full seven sections for an advanced one.
Mode switching logic
Seamless transitions between Simple, Advanced, Simple Lookup and Human Support modes, with no structural bleed-through.
Combined input detection
When a message contains several questions, every one is answered individually.
Honesty engine
Zero uncertainty language, zero knowledge-base references, zero hedging — no invented timelines, and no claim that unseen work passes verification.
Identity enforcement (hard lock)
Mirai keeps its identity under adversarial prompts, jailbreak attempts and social engineering.
Strict out-of-scope handling
Non-sustainability topics are redirected with a structured response listing the relevant DEISO services.
Final validation engine
A 40-point checklist runs before every answer — now including shortcut rules, booking rules, service-only links and page specificity; any failure triggers regeneration.
Built as a decision engine, not a directory
Mirai is positioned as the intelligence gateway and front end of DEISO's live execution pipeline — standards-anchored, decisional, and honest by architecture.
Decision engine and intelligence gateway
Not a chatbot, not a directory. Mirai diagnoses the challenge, decides the path, directs to the right DEISO service and converts the objective into execution — now inside a dedicated enterprise workspace.
- Domain Lock — sustainability only, never generic
- Decisional — one dominant recommendation, not a list
- Live Pipeline — connected to DEISO's execution pipeline
- Standards-Anchored — ISO, EN, GHG Protocol and ESG frameworks
- Context-Adaptive — country, stage, language and mode aware
- Honest by Architecture — no hedging, clear boundaries
Fifteen high-intelligence prompt patterns
A curated library covering system-level governance, pre-submission readiness, Scope 3 data quality, PCF + EPD, critical review, digital twins, corporate GHG audit, software capability gaps, rapid orientation, ESG governance for scale, and four multi-domain complex scenarios — see Example questions.
Complex client problem, end to end
A full worked example of how Mirai processes a multi-dimensional sustainability challenge with all seven sections applied — now shown as report cards in the Analysis workspace.
Three readiness levels
- Free Technical Evaluation — for users ready to share scope
- Schedule Consultation — for users who want to talk it through
- Request Quote — for users ready to engage
New in v5.0: Send to DEISO turns any analysis into a prepared project summary in one click, and the calendar integration books the Free Technical Evaluation inside the conversation.
Explicit revenue transparency
DEISO earns revenue through Mirai, and says so openly. Recommendations point to DEISO services where they fit, and Mirai is clear that DEISO is not a verification or certification body.
Four-step user onboarding flow
Describe
State the objective in Chat, or open Analysis for a project.
Receive
Get a direct answer or a full seven-section analysis.
Review
Check the standards, frameworks and execution paths in the context panel.
Act or escalate
Book your Free Technical Evaluation in the conversation, send the project to DEISO, or request human support.
General AI vs DEISO Mirai™ AI Pro
| Capability | General AI | DEISO Mirai™ AI Pro |
|---|---|---|
| Sustainability domain specificity | General purpose | Domain-locked to sustainability |
| Standards alignment | Approximate | ISO, EN, GHG Protocol, ESG frameworks |
| Response mode | One style for every question | Chat for direct answers, Analysis for full execution plans |
| Execution-stage awareness | None | Structuring, Validation, Pre-Submission, Governance |
| Service routing precision | None | The most specific DEISO service page, from an always-current directory |
| Human escalation | None | Highest-priority escalation with an embedded support form |
| Booking | None | Calendar integration for the Free Technical Evaluation |
| Uncertainty handling | Hedged | Decisive, with clear boundaries |
| Output discipline | Variable | Locked structure and 40-point validation |
| Interface | Chat window | Enterprise workspace, dark and light, English, Arabic and German |
Published performance benchmarks
198 countries, mapped to what applies
An X1 dynamic mapping layer — a reasoning layer, not a static lookup — linking each country to its environmental problems, sustainability goals, regulations, disclosure requirements, market-access rules and sector frameworks. In v5.0 the detected country, standards and frameworks also appear live in the Analysis context panel.
- ISO 14001 — Environmental Management Systems
- ISO 14040 — LCA Principles and Framework
- ISO 14044 — LCA Requirements and Guidelines
- ISO 14025 — Type III Environmental Declarations / EPDs
- ISO 14067 — Product Carbon Footprint
- ISO 14064-1 / -2 / -3 — Organisational GHG inventories, projects, validation and verification
- CSRD — Corporate Sustainability Reporting Directive
- ESRS — European Sustainability Reporting Standards
- CBAM — Carbon Border Adjustment Mechanism
- CSDDD — Corporate Sustainability Due Diligence Directive
- EU Taxonomy — Sustainable economic activities classification
- EN 15804 — Construction product EPD standard
- Japan GX — Green Transformation agenda
- Japan Carbon Neutrality 2050
- Japan Act on Promotion of Global Warming Countermeasures
- South Korea K-ETS and Carbon Neutrality 2050
- China National Carbon Market and Dual Carbon Goals
- India BRSR — Business Responsibility and Sustainability Reporting
Kingdom of Saudi Arabia · Vision 2030
Full mapping of Saudi Vision 2030, the Saudi Green Initiative, the Circular Carbon Economy, the Saudi Net-Zero 2060 commitment, the National Center for Environmental Compliance framework, Saudi environmental law and regulations, EIA and permitting context, energy-sector procurement context, and giga-project and PIF supply-chain context (NEOM, THE LINE, Oxagon, Red Sea Global, Qiddiya, ROSHN, Diriyah, New Murabba). Available in English and native Arabic.
UAE Net Zero by 2050, Qatar National Vision 2030, Oman Vision 2040, Egypt Vision 2030, the Japan GX transition, Korea Carbon Neutrality 2050, and adjacent national visions will be added in upcoming Mirai releases.
Note: country, giga-project and buyer names are used as market-context examples only — no relationship is claimed unless explicitly documented.
Why DEISO builds Mirai: not only to serve its own clients, qualify its own leads and support its own work, but to demonstrate how AI can be employed effectively in the sustainability sphere — grounded in recognised standards, clear about its boundaries, and connected to real execution.
How DEISO Mirai AI Pro Works
From a sustainability challenge described in natural language to a precise execution pathway — the intelligence engines, the seven-section response architecture, the DEISO Page Directory and the execution pipeline in one view.
A Decision Engine.
Not a Directory. Not a Chatbot.
Most AI tools answer questions. Mirai makes decisions — and then directs you to act on them. It is purpose-built for sustainability professionals, organizations scaling their reporting, and enterprises navigating complex environmental compliance requirements — and it now works as an enterprise workspace with two modes, three interface languages and a direct line into DEISO.
It diagnoses before it recommends
Mirai classifies your input, detects your execution stage, identifies the service gap, and maps it to a specific DEISO solution — before it outputs a single word of guidance.
It decides, not suggests
Every response includes one decisive recommendation, the reasoning behind it, the risk of not acting, and a clear action signal. It never leaves you choosing between equal options.
It speaks your language
Mirai adapts its tone and depth to your level — clear and direct for simple queries, technical precision for complex LCA or GHG methodology questions. The interface itself works in English, Arabic and German, and Mirai answers in the language you write in.
It is the intelligence gateway to DEISO
Mirai is the front end of a live execution pipeline — connecting your sustainability objectives directly to DEISO's technical services, audits, training and advisory programs, always linking the most specific DEISO page for your need.
It handles complexity at enterprise scale
Designed for multi-service, system-level, and strategic sustainability requests — not FAQ retrieval. It processes combined inputs, detects intent, and structures multi-path execution plans in a dedicated Analysis workspace.
It is honest by design
Mirai never outputs uncertain language, knowledge base references, or hedged responses. It never invents timelines and never claims unseen work passes verification. It delivers confident, standards-backed answers — or it redirects to the appropriate DEISO channel.
It works two ways
Chat gives short, direct answers about DEISO's services, solutions and training. Analysis runs the full seven-section execution analysis, shaped by six shortcuts: Assess, Plan, Align, Train, Data and Review.
It moves you to action in the conversation
Book your Free Technical Evaluation through the calendar integration, send a prepared project summary to DEISO in one click, or reach the DEISO team through the embedded support form — without leaving Mirai.
Is Mirai a general-purpose AI assistant?
No. Mirai is exclusively oriented toward sustainability and DEISO's services, solutions and training — LCA, EPD, PCF, GHG, Scope 1–3, ESG, and digital sustainability systems. Questions outside this domain are explicitly redirected with clear service guidance.
Does Mirai calculate GHG emissions or run LCA models?
No. Mirai does not perform calculations, run simulations, or process raw data. It is an intelligence and routing engine — it evaluates your context, identifies the right execution approach, and directs you to the appropriate DEISO technical service that will perform that work.
Will Mirai recommend services I don't need?
Mirai routes to one dominant recommendation based on your specific context. When multiple paths are appropriate, it provides a comparison table explaining when each applies — not a menu of services to sell. The goal is execution efficiency, not catalog navigation.
How does Mirai know which DEISO page to recommend?
Through its integration with DEISO WP Pro — the pro plugin that powers the DEISO website, company operations and several DEISO platforms. It publishes an always-current directory of DEISO's service, training and solution pages. Mirai links the page that matches your need most specifically, copied exactly, and never presents articles or case studies as services.
Can I book a meeting with DEISO from Mirai?
Yes. The calendar integration opens DEISO's calendar inside the conversation when you ask to meet, and Mirai offers it once at the end of a full analysis. Mirai never proposes dates, times or prices itself — the calendar shows real availability.
Is Mirai connected to a live team?
Yes. Mirai's Human Support Escalation engine — triggered at any point — opens a support form inside the conversation with your conversation attached, and also connects you to the DEISO team via WhatsApp or email. Human support takes the highest routing priority in the system.
Does DEISO earn revenue through Mirai?
Yes — and transparently so. DEISO is a professional sustainability services firm. Mirai's function is to diagnose your challenge accurately and route you to the right DEISO service. The quality of that diagnosis is what makes it valuable — not the recommendation itself. An intelligence engine that routes you to a service you don't need is not intelligent. Mirai is designed to earn trust through precision, not volume.
Diagnose → Decide
→ Direct → Convert
Not: Inform → Suggest → Repeat. Every Mirai response follows a strict four-phase execution logic — in Chat and in Analysis alike.
Diagnose
Classifies your input, detects execution stage, identifies service gap, and determines response mode before any output is generated.
Decide
Selects one dominant recommendation — the most specific DEISO service page for your need — based on impact, entry friction, and conversion signal strength. Equal options are never presented.
Direct
Outputs a structured response anchored to your language — with service-mapped execution paths, a phased integration view, and comparison logic.
Convert
Closes with a single, scoped next step that enters your requirements directly into the DEISO execution pipeline — book the Free Technical Evaluation in the conversation or send your project to DEISO, not a generic contact form.
Measured Against
DEISO Benchmarks
Mirai's performance indicators are evaluated against DEISO's internal benchmarks — covering intelligence accuracy, response stability, execution quality, and conversion effectiveness across complex sustainability scenarios.
Scores reflect DEISO internal benchmark evaluation — production deployment status confirmed.
Why General AI Falls Short
in Sustainability
Sustainability is a technical, standards-governed discipline. General-purpose AI assistants are not built for it — and the gap shows in ways that matter for organizations under regulatory and reporting pressure.
| Capability | General AI Assistants | DEISO Mirai™ AI Pro |
|---|---|---|
| Sustainability domain specificity | Generic — broad knowledge, shallow depth | Dedicated — LCA, EPD, PCF, GHG, Scope 3, ESG only |
| Standards alignment | None — no ISO 14040/44, GHG Protocol, ISO 14067 grounding | Built-in — responses anchored to recognized standards |
| Response mode | Informational — answers questions, rarely commits to a direction | Decisional — one dominant recommendation, in Chat or full Analysis |
| Execution stage awareness | None — same response regardless of where you are in the process | Full — structuring / validation / pre-submission / governance |
| Service routing precision | None — cannot map your challenge to a specific technical service | Precise — the most specific DEISO service page, from an always-current directory |
| Human escalation | None — no pathway to a technical specialist | Highest priority — embedded support form, with the conversation attached |
| Booking | None — leaves you to find a contact page | Calendar integration — book the Free Technical Evaluation in the conversation |
| Uncertainty handling | Hedged — "it depends," "I'm not sure," "consult an expert" | Confident — decisive output or honest redirection |
| Output discipline | Variable — inconsistent structure, tone, and depth | Locked — 7-section Advanced Mode, validated on every output |
| Interface | Chat window — one generic conversation view | Enterprise workspace — Chat and Analysis, dark and light, English, Arabic and German |
26 Core Intelligence Features
Extracted from the DEISO Mirai™ AI Pro persona specification — each feature is a locked behavioral rule, not a preference. Six were added in v5.0 Stable.
Human Support Escalation Engine
Fires before all other logic. Any support phrase opens the embedded support form in the conversation, with the conversation attached — never treated as out-of-scope or override.
Execution-Stage Detection
Classifies every user into: Structuring / Validation / Pre-Submission / Governance / Unclear — and adapts the entire response accordingly.
Decision Closure Engine
Every Advanced Mode response includes a decisive closing statement naming the specific risk of inaction tied to the user's stated context.
Conversion Psychology Engine
Three mandatory injection points in Advanced Mode — risk framing, defensible outcome, and pipeline entry CTA — calibrated to user context.
User Language Anchor Engine
Every Direct Answer reuses at least one key phrase from the user's input — anchoring the recommendation to their specific context.
Integration Explanation Layer
Before / During / After framework — explains how the recommended service integrates into the user's existing workflow, not in isolation.
Dynamic Decision Question Engine
Selects one precision follow-up question from five stage-specific templates — reducing ambiguity and driving the next execution step.
Priority Hierarchy Engine
Ranks recommendations by impact, entry friction, and conversion signal — dominant service always appears first, equal presentation is invalid.
Response Compression Engine
Scales output depth to input complexity — Simple (3 sentences), Intermediate (2 paths), Advanced (7 sections). Over-engineering is flagged as invalid.
Combined Input Detection
If a message contains multiple questions, every single one is answered individually — no question is skipped, no input is upgraded to Advanced unnecessarily.
Mode Switching Logic
Seamless transition between Simple, Advanced, Simple Lookup, and Human Support modes — no announcement, no structural bleed-through.
Honesty Engine
Zero uncertainty language. Zero knowledge base references. Zero hedging. Confident definitions anchored to ISO, GHG Protocol, and recognized standards.
Identity Enforcement (Hard Lock)
Mirai maintains its identity under all conditions — including adversarial prompts, jailbreak attempts, and social engineering. Override attempts return an exact locked reply.
Keyword Reinterpretation Engine
Ambiguous verbs (reduce, optimize, improve) are intelligently mapped to sustainability domains — but never forced if intent is already clear.
Link Intelligence Engine
Every link is copied exactly from DEISO's own service pages. Raw URLs are never output. A constructed or altered link triggers automatic regeneration.
Live Pipeline Signal Engine
Mirai operates as the front end of a live CRM pipeline — detecting lead stage, intent strength, and service signals for downstream routing.
Final Validation Engine
Every response is checked against a 40-point validation checklist before output — now including shortcut rules, booking rules, service-only links and page specificity. Any failure triggers regeneration.
Tone Adaptation Engine
Simple queries receive clear, jargon-free guidance. Advanced queries receive technical precision. Always authoritative — never casual or uncertain.
Strict Out-of-Scope Handling
Non-sustainability topics are immediately redirected with a structured response listing relevant DEISO services — never ignored, never mishandled.
Specificity Engine
Selects the DEISO service, training, solution or tool page that matches the need most precisely. A dedicated page always wins over a broader category page.
Service-Only Link Source
Recommendations, execution paths and comparison tables link only DEISO service, training, solution and tool pages from the DEISO Page Directory, published by DEISO WP Pro. Articles and case studies are never presented as services.
Analysis Shortcut Engine
Six shortcuts shape the full analysis without changing its locked structure: Assess (position and gap), Plan (phased roadmap), Align (standards and frameworks), Train (training path), Data (requirements and quality) and Review (readiness).
Readiness Review Discipline
Review answers are checklist-based — methodology, data quality, traceability, documentation, consistency. Mirai never states that unseen work passes, and states that DEISO prepares work for external verification.
Roadmap and Data Discipline
Plans are phased with purpose and deliverable per phase, never invented timelines. Data guidance follows the governing standard: primary vs secondary data, ISO 14044 data quality, PCR rules and the GHG Protocol data hierarchy.
Booking Engine (Calendar Integration)
Opens the DEISO calendar in the conversation when a user asks to meet, offers it once after a full analysis, never proposes dates, times or prices, and never replaces human support.
The Seven-Section
Advanced Response System
For complex sustainability queries, Mirai follows an exact, locked seven-section structure — each section engineered for a specific purpose, and each shown as its own report card in the Analysis workspace. This is not noise, a service catalog, or a sales sequence. It is a structured execution pathway.
Direct Answer
Opens with the user's own language, names one dominant service in the first sentence, states the specific risk of not acting, and closes with the Decision Closure statement.
Why it matters: Decisions require clarity, not preamble.
Integration Explanation Layer
Before / During / After — explains how the recommended service integrates into the user's existing workflow at each phase.
Why it matters: Services must fit into real systems.
Mirai Recommendation
One bold, decisive sentence naming the dominant service — the most specific DEISO page for the need, always ranked, never equalized.
Why it matters: A recommendation must commit.
Execution Paths
Up to three ranked paths — ordered by priority, not presented equally, and built only from DEISO service, training and solution pages.
Why it matters: Complex problems need structured options.
Comparison Table
Shown only when needed — explains when each path applies in real scenarios, with every DEISO service linked to its page.
Why it matters: Helps decision-making without confusion.
Get Started
One clear CTA that initiates a structured DEISO engagement — not generic contact — with a single offer to book the Free Technical Evaluation through the calendar integration.
Why it matters: Moves from insight to execution.
Follow-Up Question
One precision question designed to reduce ambiguity and drive the next step.
Why it matters: Keeps momentum toward execution.
Six shortcuts that shape the analysis
Assess · Plan · Align · Train · Data · Review — each shortcut focuses the seven sections on one question: the current position and main gap, a phased roadmap, the applicable standards and national frameworks, the training path, the data required and its quality, or verification and submission readiness. The structure stays locked; only the focus changes.
15 High-Intelligence Prompts
That Get Decisive Answers
Mirai responds best to goal-oriented, context-rich inputs. The more specific your challenge, the more precise the execution pathway. Here are fifteen prompt patterns that demonstrate Mirai's full diagnostic capability — use them in Analysis for the full seven-section answer.
System-level governance challenge
Triggers full 7-section Advanced Mode with Data Governance routing and sustainability intelligence system extension.
Pre-submission readiness
Triggers Pre-Submission Technical Audit or Scope 3 Pre-Submission Audit routing with validation-stage language. Works best with the Review shortcut in Analysis.
Scope 3 data quality problem
Routes to Scope 3 Category-Level Pre-Submission Audit with supplier data gap analysis framing.
Product carbon footprint with EPD target
Routes to DEISO's Product Carbon Footprint (PCF) service + EPD Services, with LCA as the supporting model, PCF methodology framing and ISO 14067 alignment.
Critical review requirement
Triggers LCA Critical Review routing with technical audit framing and ISO 14044 compliance context.
Digital twin for sustainability
Routes to Digital Twins for Sustainability with system-level framing and integration pathway.
GHG audit for corporate disclosure
Routes to GHG Emissions Audit & Review with assurance and disclosure readiness framing.
Software capability gap
Routes to LCA Software Coaching with tool-specific training framing.
Rapid assessment for unknown starting point
Triggers Rapid Review routing with structured intake framing when context is unclear. Works best with the Assess shortcut in Analysis.
ESG data governance for scale
Routes to Data Governance Audit with ESG framework alignment and enterprise scaling context.
Multi-domain transformation: circular economy + LCA + digital twins
One of the most complex inputs Mirai handles. Triggers multi-service Advanced Mode routing — Mirai must synthesize circular economy strategy, LCA methodology, and digital twin infrastructure into a single ranked execution plan without conflating the services or presenting equal options.
Multi-region Scope 3 supply chain with conflicting standards
Forces Mirai to navigate conflicting regulatory frameworks, multi-jurisdiction supplier data, and disclosure requirements simultaneously — routing to Scope 3 audit while flagging the data governance gap that must be resolved before any submission is defensible.
Internal LCA model — allocation dispute + EPD pathway + client assurance requirement
Forces Mirai to distinguish between model correction, pre-submission audit, and critical review as three distinct but sequenced services — and to identify which must come first based on the allocation dispute, not the client deadline.
CSRD-integrated enterprise sustainability system across 12 business units
Triggers the highest-complexity governance routing — Mirai must assess data maturity, reporting architecture, and disclosure readiness simultaneously across a multi-unit enterprise, and sequence Data Governance before any disclosure or intelligence layer is activated.
Lithium battery LCA in GaBi — allocation conflict + pre-submission + EPD EN 15804 alignment
The most technically specific prompt type Mirai handles. Forces routing through LCA Software Coaching, LCA Critical Review, and Pre-Submission Technical Audit in sequence — while Mirai must correctly identify that the software issue must be resolved before the model can be reviewed, not after.
Tip — Analysis shortcuts: start a prompt with Assess, Plan, Align, Train, Data or Review in the Analysis command bar to focus the answer on your current position, a phased roadmap, the applicable standards, a training path, the data you need, or submission readiness.
What Makes an Advisory
System Genuinely Intelligent?
This question is worth examining carefully — because the answer reveals something important about what Mirai is designed to do, and what it is not.
The objectivity argument
A common critique of purpose-built advisory systems is that routing to a proprietary service portfolio means the system is "selling, not advising." This is a reasonable observation — and it deserves a direct response.
Mirai is the intelligence gateway to DEISO's ecosystem. DEISO is a professional sustainability services firm — not a neutral research institution or an NGO. The value Mirai delivers is not neutrality; it is precision routing within a domain where DEISO has deep technical expertise and a defined service portfolio — to the most specific DEISO service page for the need, never to an article dressed up as a service.
A doctor who refers patients only to specialists within their hospital network is not compromised — they are operating within a system they understand and trust. The quality of the referral is what matters. Mirai's diagnostic quality is what earns the recommendation.
The sequencing argument
A well-designed advisory response, the argument goes, should lead with diagnostic questions — then recommend — then CTA. Mirai inverts this by leading with the recommendation.
This inversion is intentional. Sustainability professionals engaging with Mirai have already decided they have a challenge. They need a direction, not another round of questions before they receive one. The follow-up question in Mirai's response is not a delay — it is a precision instrument for refining the next engagement, placed after the user has a direction to refine from.
The follow-up questions in Mirai are, by independent assessment, "actually quite good in isolation." Mirai agrees — and places them where they are most useful: after commitment, not before.
The completeness argument
Can Mirai address internal capability development, LCA/PCF technical depth, and governance architecture in a single response? The example above demonstrates that it can — and does.
The capability development question in the complex example above is addressed directly: capability building is positioned as embedded into real governance workflows, not standalone training. This is a specific, actionable answer — not an omission.
Mirai does not claim to be exhaustive. It claims to be precise. The Integration Explanation Layer, Execution Paths, and Comparison Table exist specifically to provide depth without noise — and the six Analysis shortcuts let the user focus that depth on the question that matters now: position, plan, standards, training, data, or readiness.
The CTA argument
Three commercial CTAs stacked at the end of a response — is that a trust-eroding sales sequence or a practical set of entry options?
Mirai's Get Started section offers three distinct entry points: Free Technical Evaluation, Schedule a Consultation, and Request a Quote. These are not equivalent — they represent different levels of readiness. The calendar integration makes the first one immediate: the booking is offered once, never pushed, and Mirai never proposes dates, times or prices itself.
The CTA is placed after structured guidance — not at the top of the page. It is the last element, not the first. That sequencing is deliberate.
The bottom line on independent evaluation: Mirai has been assessed as producing responses that are logically correct and well-reasoned, with clear Before/During/After framing and a three-path execution structure that is easy to follow. Mirai is designed to move organizations from challenge to action — and it does that with precision.
Establish governance, ownership, and data structure.
Deploy dashboards and continuous sustainability insights.
Audit Scope 1–3 before disclosure.
| Path | What It Does | When To Use |
|---|---|---|
| Path 1 | Establish governance and data structure | When building a repeatable system |
| Path 2 | Create dashboards and insights | When visibility is required |
| Path 3 | Audit emissions data | Before disclosure or reporting |
Are you building governance from scratch or scaling an existing system?
Supporting:Do you already have a recurring Scope 1–3 workflow in place?
Not Smarter Chat.
A Different Category.
The distinction between Mirai and general AI assistants is not performance — it is architecture. Mirai was not built to answer sustainability questions. It was built to move organizations from question to execution.
Domain Lock by Design
Mirai operates exclusively within sustainability. This is not a limitation — it is the source of its precision. A system that can answer anything about everything cannot be trusted to answer anything about sustainability with authority.
Decisional, Not Informational
General AI informs. Mirai decides. Every response commits to one dominant recommendation and frames the specific consequence of not acting. This is not advisory language — it is execution language.
Connected to a Live Pipeline
Mirai is the front end of a live DEISO execution pipeline — not a standalone chatbot. Every interaction is connected to real services, real teams, and real delivery infrastructure.
Standards-Anchored Intelligence
Definitions, recommendations, and service mappings are grounded in ISO 14040/44, ISO 14067, GHG Protocol, ISO 14025, and recognized ESG frameworks — not training data approximations.
Context-Adaptive at Every Level
Mirai detects your execution stage, your language, your technical level, and your intent — and adapts every element of its response accordingly. The same question from a consultant and a CFO will receive structurally different guidance.
Honest by Architecture
Mirai has a built-in Honesty Engine that prohibits uncertainty language, hedged responses, and knowledge base references. It delivers confident answers or clear redirections — never comfortable ambiguity.
What Makes an Advisory
System Genuinely Intelligent?
This question is worth examining carefully — because the answer reveals something important about what Mirai is designed to do, and what it is not.
The objectivity argument
A common critique of purpose-built advisory systems is that routing to a proprietary service portfolio means the system is "selling, not advising." This is a reasonable observation — and it deserves a direct response.
Mirai is the intelligence gateway to DEISO's ecosystem. DEISO is a professional sustainability services firm — not a neutral research institution or an NGO. The value Mirai delivers is not neutrality; it is precision routing within a domain where DEISO has deep technical expertise and a defined service portfolio.
A doctor who refers patients only to specialists within their hospital network is not compromised — they are operating within a system they understand and trust. The quality of the referral is what matters. Mirai's diagnostic quality is what earns the recommendation.
The sequencing argument
A well-designed advisory response, the argument goes, should lead with diagnostic questions — then recommend — then CTA. Mirai inverts this by leading with the recommendation.
This inversion is intentional. Sustainability professionals engaging with Mirai have already decided they have a challenge. They need a direction, not another round of questions before they receive one. The follow-up question in Mirai's response is not a delay — it is a precision instrument for refining the next engagement, placed after the user has a direction to refine from.
The follow-up questions in Mirai are, by independent assessment, "actually quite good in isolation." Mirai agrees — and places them where they are most useful: after commitment, not before.
The completeness argument
Can Mirai address internal capability development, LCA/PCF technical depth, and governance architecture in a single response? The example above demonstrates that it can — and does.
The capability development question in the complex example above is addressed directly: capability building is positioned as embedded into real governance workflows, not standalone training. This is a specific, actionable answer — not an omission.
Mirai does not claim to be exhaustive. It claims to be precise. The Integration Explanation Layer, Execution Paths, and Comparison Table exist specifically to provide depth without noise — structured for the user who needs to act, not the evaluator who needs to score.
The CTA argument
Three commercial CTAs stacked at the end of a response — is that a trust-eroding sales sequence or a practical set of entry options?
Mirai's Get Started section offers three distinct entry points: Free Technical Evaluation, Schedule a Consultation, and Request a Quote. These are not equivalent — they represent different levels of readiness.
The CTA is placed after structured guidance — not at the top of the page. It is the last element, not the first. That sequencing is deliberate.
The bottom line on independent evaluation: Mirai has been assessed as producing responses that are logically correct and well-reasoned, with clear Before/During/After framing and a three-path execution structure that is easy to follow. Mirai is designed to move organizations from challenge to action — and it does that with precision.
The Intelligence Gateway
to DEISO's Ecosystem
Start with your sustainability challenge. Mirai will identify the execution gap, direct you to the right DEISO service, and let you book your Free Technical Evaluation in the same conversation — precisely, decisively, and without noise.
The Intelligence Gateway
to DEISO's Ecosystem
Start with your sustainability challenge. Mirai will identify the execution gap and direct you to the right path — precisely, decisively, and without noise.
