From ESG measurement
to ESG intelligence.
AskDiana transforms Ecopshub from an ESG execution platform into an ESG intelligence system — giving sustainability leaders the predictive insight, scenario modelling, and real-time decision intelligence they need to lead, not just report.
Scope 2 emissions last quarter:
142 tCO₂e
Site B will miss its 2025 target by Q3 unless you act on the renewable tariff switch today.
Six ways Diana changes what
Ecopshub can do for you.
Each capability is communicated as an answer to a real problem the client faces — not a feature list.
Your sustainability manager spends 40% of their time finding data. They know the answer should be in the platform. They cannot get it without building a report.
Type your question. Diana queries the live Ecopshub data, cross-validates through its multi-LLM system, and returns a structured, sourced answer in seconds.
"Which of our UAE sites has the highest Scope 2 variance this quarter?"
Supports Global language querying.
Gap analysis is manual. Teams compare actuals to targets quarterly — by which point the gap has compounded for three months. Problems are always discovered too late.
Diana runs continuous automated gap analysis against all declared targets — net-zero roadmap, SBTi commitments, regulatory thresholds, and board KPIs — surfacing recommended actions proactively.
"Site B Scope 2 is 23% above the 2025 interim target. At current trajectory, missing the annual commitment by Q3. Recommended: review renewable energy options for Site B."
Discovering a compliance gap in a board meeting is not a sustainability strategy. Diana tells you 90 days in advance.
Net-zero investment decisions are made on assumptions. Boards demand certainty. ESG teams cannot provide it with spreadsheets.
Diana models the carbon reduction and financial impact of any strategic decision against your actual Ecopshub data. Up to five scenarios compared side by side in 90 seconds.
"Under Scenario A (renewable tariff switch at all UAE sites), you reach your 2030 target 14 months ahead of schedule at a net present cost of $2.1M."
This capability unlocked the $220M green capex commitment referenced across this brief.
ESG governance fails silently. Action items slip. Supplier data does not arrive. Emissions creep above target. None of it is visible until reporting season.
Forward-looking predictive alerts flag every deviation from plan before it becomes a problem — specific KPI, specific site or supplier, projected end-state if no action is taken.
"CDP disclosure will be 34% incomplete at the October deadline. 8 supplier submissions are 60+ days overdue. Diana recommends escalating to these 8 specific suppliers."
94% of Ecopshub action items are completed when Diana is tracking them.
Generic ESG benchmarks lack relevance — they aggregate across industries, geographies, and operating models, making peer comparison meaningless for most organisations.
Diana draws on the aggregated, anonymised Ecopshub client dataset — 500+ deployments across 40+ countries and 12 sectors — to generate sector-specific, region-adjusted benchmarks that reflect actual operational reality wherever you operate.
"Your Scope 1 carbon intensity (4.2 tCO₂e per $M revenue) is 28% above the global manufacturing sector average. The top quartile is at 2.8. Organisations of your size and revenue profile achieve this within 18 months."
No ESG software platform has a global operational benchmark dataset of this depth and sector specificity. This is a genuinely unique capability.
Institutional ESG knowledge is scattered: board commitments in Annual Reports, framework requirements across 15+ documents, internal policies in SharePoint, consultant notes in email.
Diana unifies all of this — internal knowledge, framework requirements, regulatory updates, board commitments — into a single queryable knowledge base. Powered by AskDiana's core Business IQ with multi-LLM proprietary voting.
"What did the board commit to on Scope 3 at the 2024 AGM?" — answered in 4 seconds from your unified knowledge base.
Your most experienced ESG team member holds knowledge that should live in the platform, not in their head.
This is what AskDiana looks like
inside your Ecopshub dashboard.
The Diana AI insight card surfaces proactively — no report to pull, no query to write. Diana identifies the issue, quantifies the impact, and recommends the action.
Site B Scope 2 is tracking 23% above your 2025 interim target. At the current rate, you will miss the annual commitment by Q3. Switching Site B to a renewable energy tariff reduces Scope 2 by an estimated 18% and saves $180K/yr.
→ View scenario model8 Intelligent Capabilities
Beyond the core AskDiana intelligence tier — eight AI capabilities purpose-built for ESG, operational excellence, and sustainability workflows.
Process Automation
Automate repetitive workflows and data collection tasks across ESG, compliance, and operational processes — reducing manual effort by up to 70%. Smart triggers route data, approvals, and reports without human intervention.
Predictive Analytics
Forecast emissions trajectories, operational risks, and performance KPIs using AI-driven models trained on your historical and real-time data. Scenario planning and target achievement probability scoring included.
Regulatory Alerts
Real-time monitoring of CSRD, CBAM, UAE Climate Law, SBTi, and sector-specific regulatory changes — with prioritized action notifications delivered to the right stakeholders before deadlines hit.
Process Optimization
AI-guided identification of inefficiencies, bottlenecks, and waste across operational processes, with ranked improvement recommendations. Continuously learns from your process data to surface higher-value optimizations over time.
Digital Twin
Create virtual replicas of your operational and ESG processes to simulate scenarios, test interventions, and model decarbonization pathways before deployment — eliminating risk and accelerating decision confidence.
Workflow Intelligence
Intelligent orchestration of cross-functional workflows — automatically routing tasks, approvals, and escalations based on real-time operational data. Ensures the right action reaches the right person at the right time.
Anomaly Detection
Continuously monitor process and emissions data streams to surface outliers, deviations, and non-conformance events before they become compliance risks. Configurable thresholds with instant alert routing.
Performance Benchmarking
Compare your ESG and operational metrics against industry peers, regional standards, and global best practices with AI-curated benchmark intelligence. Identify gaps and prioritize actions with the highest competitive impact.
Seamlessly Integrated with the Gazelles Ecosystem
Fuelled by Live ESG Data
AI Engine draws directly from your ECOPSHUB® carbon, compliance, and operational data — no manual exports, no data silos.
Explore ECOPSHUB® →Innovation Meets Intelligence
AI Engine scores, ranks, and routes IdeaForge™ submissions by carbon impact and operational ROI — automatically.
Explore IdeaForge™ →Ready to Activate AI Process Intelligence?
Your platform already has the data. Diana adds the intelligence.
Book a 30-minute Intelligence tier demonstration. We will show Diana querying live ESG data, running a scenario model, and surfacing a gap analysis on real platform data.