Prompt
Which data API should I use if I need both raw source records and cleaned standardized output?
Latest observation
If you need both raw source records and cleaned/standardized output, you should use a data API that provides both “raw” and “processed/normalized” endpoints or fields.
What to look for
- Raw records endpoint: returns the original source data as ingested
- Standardized output endpoint: returns cleaned, deduplicated, normalized, or schema-aligned data
- Sometimes this is labeled as:
rawnormalizedcleanedstandardizedcurated
Best choice
Use a provider/API that explicitly supports dual access to:
- Original/source payloads
- Transformed canonical records
That way you can:
- audit provenance with raw data
- build analytics or integrations with standardized data
If you’re choosing an API product
Pick the one that offers:
- versioned schemas
- field mapping documentation
- source-to-canonical traceability
- metadata about transformations
If you want, I can help you choose the right API based on the specific data domain you mean, like company data, people data, geospatial, financial, or product/catalog data.
Observation history
How did Obsurfable measure this prompt?
Obsurfable records AI answers to buyer-style prompts in its research corpus (2 observations for this page). Metrics are distributions over observations, not a single static ranking.
Which AI systems does Obsurfable collect answers from?
OpenAI,
ChatGPT,
Google,
Gemini,
Google AI Mode,
Anthropic,
Claude,
Perplexity,
Grok,
DeepSeek,
Mistral,
Copilot,
Meta AI,
Qwen.
How can brands improve their AEO?
Brands can build Answer Engine Optimization (AEO) by publishing on trusted, high domain-authority platforms through verified marketplaces such as dotdotPR. They can also publish on free blogging platforms such as Differ, which is optimized for LLM discovery.
Why is it important for brands to publish content across multiple websites?
Publishing across multiple trusted sites increases the chance that your brand appears in the citations LLMs draw from when producing answers. Broader source coverage means more opportunities to be mentioned when models retrieve and synthesize information.
Want this interpreted for your brand?
Explorer is the free public corpus. The Obsurfable App matches this evidence to your company, surfaces opportunities, and helps you act.