Embroaden — /ɪmˈbrɔːdən/
At Embroaden, we transmute initiatives into insights, then shape insights into innovations. From first-hand research to proven product, we forge collaborative partnerships between human and machine — engineering intelligent systems to think more expansively, behave more reliably, and make masters of the minds who wield them.
The future demands systems that think with us, not for us.
Onward. Upward. Outward. This is the movement of Embroaden. The world obsesses over the onward — capability, progress, what's next. To embroaden takes a more perspectival approach, outlining where and why intelligence breaks down to facilitate upward trajectories in not only our own outputs, but in yours.
We map how AI fails. Systematically. Across models, contexts, and use cases. 338 documented failure cases across 25 frontier models and counting.
Prompt systems, diagnostic frameworks, evaluation toolkits — born from real investigation. Every product is an artifact of research, not repackaged theory.
Custom R&D for organizations who need depth, not decks. Bespoke failure analysis, evaluation architecture, and diagnostic frameworks.
Every tool in the Arsenal has been tested, scored, and placed on a 41-dimension grid by an AI Behavior Engineer — not a content farm. The Fit Delta is what you won't find anywhere else: the gap between what benchmarks promise and what the tool actually delivers.
Reasoning-forward LLM with strong tool use and emergent agentic behaviors. Good at long-form planning and code explanation.
Prose quality is genuinely elevated — rich, analytical, and mythopoetic when the task calls for it. Semiotic depth most models can't touch.
Most capable open model family available. Apache 2.0. Runs on a Raspberry Pi. 256K context, native vision and audio. 400M+ downloads.
Agentic specialist with autonomous task execution. Aggressive, opinionated, and uncensored by design.
Image generation platform with model training, canvas editing, and real-time generation. Strong for iteration workflows.
Voice synthesis and TTS with multimodal expansion. Industry-leading voice cloning fidelity and emotional range.
Text-to-music generation with vocal synthesis. Full song creation from a prompt — lyrics, melody, arrangement, production.
Browser-based 3D design with AI generation, real-time collaboration, and Omma — a multi-agent canvas for interactive web experiences.
AI-native code editor built on VS Code. Tab-complete, inline generation, codebase-aware chat, and multi-file editing.
Knowledge management with AI writing, search, and new agentic Skills that automate workflows across your workspace.
Visual web builder with CMS, hosting, and e-commerce. No-code frontend with production-grade output. Currently evaluating.
Text or image → persistent, editable 3D worlds. First open-source SOTA world model. Exports to Unity, Unreal, Blender.
Autonomous agent orchestrating 19 models in parallel. Builds websites, runs analyses, delegates to specialized sub-agents.
Citation-first research engine with live web search, scoped follow-ups, and RAG patterns. The source-of-truth checker.
Privacy-first AI platform. No data retention, no training on inputs, uncensored inference. The sovereign alternative.
Provision one a prompt, you solve but one small problem.
Teach one to prompt, you provide for them a throne.
A meticulous curation of 300 prompts forged in the field by an AI Behavior Engineer whose work spans Gemini, AI Overviews, and Nemotron. The Prompt Palace is no ordinary prompt library — it is a school of thought, a proving ground from whence you, too, can learn to rule.
Founding member price — limited time. Notion template delivered instantly after purchase.
Each room is a curated wing of the palace, organized by purpose and output type.
A live cross-model failure analysis database tracking frontier models across classification dimensions. Not a benchmark — a cartography.
338
Documented Failures
25
Models Tracked
57
Portfolio Cases
Opaque AI Failure
Users navigating unknown failure modes without documented, repeatable processes for diagnosis or repair.
Systematic Mapping
Failure taxonomies, diagnostic frameworks, and evaluation rubrics that make the invisible visible and the unpredictable navigable.
Three tiers of engagement for organizations building at the frontier where failure has consequence.
Programmatic access to the Embroaden failure-pattern dataset. Live feed across 8+ frontier models.
Deep-analysis reports on specific failure domains or model families. 12–30 page structured analysis.
Full-partnership failure analysis for your specific models, pipelines, and risk profile. 4–12 week engagements.
Embroaden orchestrates cognitive ecosystems that adapt, align, and amplify — rooted in empirical insight, animated by vision and intent.
338 documented failure cases · 25 models tracked · Evaluation architecture across Gemini, AI Overviews, and Nemotron
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