Glossary
Auto fallback
Marker applied to a prompt when the LLM call failed technically (timeout, quota, format error) and GEOPromptly automatically switched to Template mode to still produce a usable phrasing. No credit is charged for these prompts.
Concrete example
In a 120-prompt batch, 3 AI calls fail (provider overload). Those 3 come back tagged "Auto fallback" with a locally-templated phrasing, free to delete or keep.
Why it matters
This switch prevents an LLM incident from breaking an entire batch: you always get a complete lot, with clear traceability of what was AI-generated versus fallback. You then decide what to keep.
See it in the How it works guide: Generate your prompt batch
Related terms
- Credit
The billing unit debited for each prompt generated via an LLM. One prompt = one credit at generation time. Prompts marked "Very close" (near-duplicates) or "Auto fallback" (technical AI-call failure) do not consume credit on deletion.
- Very close (Jaccard similarity)
Automatic marker for a prompt deemed a near-duplicate of another already in the batch, based on Jaccard similarity computed on tokens (normalised words). Typical threshold: > 0.85.
- Prompt
A natural-language instruction sent to a generative AI model to produce an answer. Unlike a query aimed at a search engine, a prompt frames the role, context and expected output. In GEOPromptly, a prompt combines a persona, an intent, a topic and optionally a brand.