Crowdsourced Intelligence
Deterministic + Generative Reporting
Compliance reporting is predictable. It follows standards, uses fixed formats, and the output should be identical every time. But most reporting requests don’t follow a standard at all. Our innovation partners told us that’s where all the time goes.
Two types of reporting
Same platform. Two fundamentally different engines.
Most sustainability platforms treat every report the same way. We don’t. Compliance and ad-hoc requests are entirely different problems, so we built two separate engines to handle them.
Engine 1
Deterministic reporting
For compliance
CSRD, GHG Protocol, GRI, SBTi, ISO 20121, league mandates. These frameworks have fixed structures, required fields, and exact calculation methodologies. The output should be the same whether you generate it today or next week.
Our deterministic engine follows rules-based logic, not probabilistic AI. Every number maps directly to your verified data. Nothing is inferred, nothing is generated, nothing is approximated. The report meets the exact specification of the framework, every time.
Engine 2
Generative reporting
For everything else
A sponsor wants a two-page summary of their green impact. A municipality asks for a custom format covering waste, water, and transport. An investor requests a Scope 3 breakdown they’ve never asked for before. These requests are different every time, often vague, and always urgent.
Our generative engine uses AI to parse your “Digital Twin” data and produce exactly what was requested. It may ask a few clarifying questions, then assembles a complete, formatted report. What used to take days or weeks is done in minutes.
What our innovation partners told us
Compliance was the easy part
When we spoke to innovation partners, we expected compliance reporting to be their biggest pain point. It wasn’t. Standards like CSRD and GHG Protocol are complex, but they’re predictable. You know what’s required, and the format doesn’t change.
The real time drain was the other 80%: fragmented, ad-hoc requests that arrive from every direction. A sponsor emails on Friday asking for “something to show at our board meeting next week.” A city council wants a post-event impact report in a format they invented. An investor asks for a Scope 3 breakdown by supplier category that nobody’s ever prepared before.
Each of these used to mean days of manual work: pulling data from different sources, formatting it by hand, having someone review it, sending it back for revisions. Our innovation partners told us this was where they needed help most.
Before
Days to weeks
Average time to produce a custom stakeholder report. Data pulled manually, formatted by hand, reviewed, revised.
After
Minutes to hours
Same report, generated from your “Digital Twin” data. Every figure sourced and traceable. Ready to send.
Any framework
Unlimited
CSRD, GRI, GHG Protocol, SBTi, ISO 20121, league mandates, and any custom format a stakeholder can ask for.
Why both engines need the “Digital Twin”
Standardised data is what makes this possible
Both engines pull from the same “Digital Twin.” Because all your data is structured and standardised in one model, the deterministic engine can map it to exact framework specifications, and the generative engine can parse it to answer any question in any format. Without that single source of truth, neither engine would work.
Who benefits
Every stakeholder gets exactly what they asked for
Regulators and auditors
Deterministic reports that meet exact framework specifications. Every number traceable to source data. No AI interpretation, no variability, no room for doubt.
Sponsors and investors
Custom reports generated in minutes from a plain-language request. Two-page impact summaries, Scope 3 breakdowns, season comparisons. Whatever they ask for, in the format they need.
Sustainability teams
No more spending days reformatting the same data for different audiences. One “Digital Twin,” two engines, and every report request handled from the same verified source.
See both engines in action
Book a demo and we will generate a compliance report and a custom stakeholder report from your data, live.