
Sustainly MVP
Structured Sustainability. Automated from your documents.
What it does
The core difference is that Sustainly focuses on SMBs and eliminates the painful, error-prone manual data entry required by existing compliance products. We specialize in turning unstructured reporting data - like invoices, contracts, internal policies, and miscellaneous Excel files - into structured, audit-ready data without heavy user lifting. This shifts the focus of your team from tedious data collection and formatting back to strategic action and decision-making.
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- ANA new benchmark for testing LLMs for deterministic outputsApr 2026 · interfaze.ai · ▲60
When building workflows that rely on LLMs, we commonly use structured output for programmatic use cases like converting an invoice into rows or meeting transcripts into tickets or even complex PDFs into database entries. The model may return the schema you want, but with hallucinated values like `invoice_date` being off by 2 months or the transcript array ordered wrongly. The JSON is valid, but the values are not. Structured output today is a big part of using LLMs, especially when building deterministic workflows. Current structured output benchmarks (e.g., JSONSchemaBench) only validate…


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Compare your startup equity grant for free.
Commerce · 27d ago · equitybee.com
Launched alongside, January 2026
the whole month →- IN
Hey HN! I wanted to share something I built over the last few weeks: isometric.nyc is a massive isometric pixel art map of NYC, built with nano banana and coding agents. I didn't write a single line of code. Of course no-code doesn't mean no-engineering. This project took a lot more manual labor than I'd hoped! I wrote a deep dive on the workflow and some thoughts about the future of AI coding and creativity: http://cannoneyed.com/projects/isometric-nyc
AI · Jan 2026 · cannoneyed.com




Automatic AI-powered code reviews the moment you open a PR
Dev tools · Jan 2026 · kilo.ai
