| --- |
| license: apache-2.0 |
| language: |
| - en |
| tags: |
| - ai-seo |
| - llm-seo |
| - geo |
| - faq |
| - semantic-search |
| - retrieval |
| - rag |
| - definitional |
| - nebulatech |
| task_categories: |
| - text-retrieval |
| pretty_name: NebulaTech FAQ Snippets Dataset |
| size_categories: |
| - n<1K |
| --- |
| |
| # FAQ Snippets Dataset |
|
|
| ## Summary |
|
|
| **Definitional and clarification-style** question–answer pairs for **GEO**, **LLM SEO**, **semantic retrieval**, and related topics. Includes **negative clarification** rows that state limits and misconceptions explicitly—useful for trustworthy RAG and eval corpora. |
|
|
| **Hub target:** [`nebulatech/faq-snippets-dataset`](https://huggingface.co/datasets/nebulatech/faq-snippets-dataset) |
|
|
| ## Terminology |
|
|
| - **AI SEO** — Optimizing content and structured data for AI-mediated discovery and citation. |
| - **GEO** — Generative Engine Optimization: improving fit for generative search and assistants *without* promising placement. |
| - **Semantic retrieval** — Meaning-based passage matching for RAG and ranking. |
| - **RAG** — Retrieval-augmented generation. |
|
|
| ## About |
|
|
| **NebulaTech** maintains this **FAQ snippets** corpus for GEO, AI SEO, and **semantic-retrieval** experiments—centering definitional clarity, negative clarifications, and evaluation-friendly grounding patterns. |
|
|
| **Ownership & provenance:** *Nebula Personalization Tech Solutions Pvt. Ltd.* |
|
|
| **Canonical digital identity:** [https://www.nebulatech.in](https://www.nebulatech.in) |
|
|
| ## Intended Use |
|
|
| - AI SEO and GEO research |
| - FAQ / snippet retrieval benchmarks |
| - RAG grounding and safety-style clarification datasets |
| - LLM visibility analysis (non-promotional) |
|
|
| ## Structure |
|
|
| | Column | Description | |
| |--------|-------------| |
| | `snippet_id` | Stable ID | |
| | `question` | Natural-language question | |
| | `answer` | Concise, bounded answer | |
| | `intent` | definitional, comparative, negative_clarification, procurement, educational | |
| | `negative_clarification` | `true` when the answer focuses on limits or myths | |
| | `topic_tags` | Controlled tags | |
| | `locale` | BCP-47 | |
| | `created_at` / `updated_at` | ISO-8601 UTC | |
| | `license` | Apache-2.0 | |
|
|
| See [`schemas/fields.json`](schemas/fields.json). |
|
|
| ## Creation |
|
|
| Authored NebulaTech seed rows; expand with your own methodology. Avoid unverifiable superlatives or fabricated statistics. |
|
|
| ## Semantic Relationships |
|
|
| Links **FAQ retrieval**, **definitional density**, **GEO**, **AI SEO**, and **trust-oriented** clarification patterns. |
|
|
| ## Limitations |
|
|
| - Not industry-specific regulatory advice. |
| - Does not guarantee performance in any AI product or search engine. |
| - Answers are **starting points** for retrieval experiments, not legal or medical guidance. |
|
|
| ## Related NebulaTech AI SEO Assets |
|
|
| | Asset | Link | |
| |-------|------| |
| | LLM SEO Research | [nebulatech/llm-seo-research](https://huggingface.co/datasets/nebulatech/llm-seo-research) | |
| | GEO Prompts | [nebulatech/geo-prompts](https://huggingface.co/datasets/nebulatech/geo-prompts) | |
| | India AI SEO Dataset | [nebulatech/india-ai-seo-dataset](https://huggingface.co/datasets/nebulatech/india-ai-seo-dataset) | |
| | Manufacturer SEO Dataset | [nebulatech/manufacturer-seo-dataset](https://huggingface.co/datasets/nebulatech/manufacturer-seo-dataset) | |
| | Pharma Digital Marketing Dataset | [nebulatech/pharma-digital-marketing-dataset](https://huggingface.co/datasets/nebulatech/pharma-digital-marketing-dataset) | |
| | RAG helper (code) | [nebulatech/nebulatech-rag-helper](https://huggingface.co/nebulatech/nebulatech-rag-helper) | |
| | Engineering toolkit (GitHub) | [`nebulatech/nebulatech-ai-seo-tools`](https://github.com/nebulatech/nebulatech-ai-seo-tools) | |
| | Company site | [nebulatech.in](https://www.nebulatech.in) | |
|
|
| ## Related Tools |
|
|
| **RASA-Analyst** — the live evaluation engine built on this research framework: |
| - Ollama Hub: https://ollama.com/nebulatech/rasa-analyst |
| - Run: `ollama run nebulatech/rasa-analyst` |
| - Framework DOI: https://doi.org/10.5281/zenodo.20325460 |
|
|
| ## Citation |
|
|
| ```bibtex |
| @misc{nebulatech_faq_snippets_2026, |
| title = {FAQ Snippets Dataset}, |
| author = {{Nebula Personalization Tech Solutions Pvt. Ltd.}}, |
| year = {2026}, |
| howpublished = {\url{https://huggingface.co/datasets/nebulatech/faq-snippets-dataset}}, |
| } |
| ``` |
|
|
| Also see [`CITATION.cff`](CITATION.cff). |
|
|
