Flagship product
FSN
FSN: Few-Shot Node · Few-Shot Node
The node that makes your agents get it right the first time
The FSN is a component inside an agentic graph specialized in solving specific tasks. It injects prior, contextual examples (few-shot prompting) right into the model's execution flow, so every answer follows your business style, format and judgment.
How it works
- 01
Receives the task
The agentic graph routes a concrete task to the FSN: quote, classify a ticket, draft a reply.
- 02
Picks the best examples
It searches your library for the solved cases closest to the current task.
- 03
Injects the context
It places those examples inside the model prompt, right at the execution step.
- 04
Delivers consistent output
The model follows the proven pattern and returns a precise, ready to use result.
The value inside Red Chair AI
Accuracy without retraining
Improve agent behavior by adding examples, no costly model fine-tuning.
Your voice, always
Every answer respects your brand tone, format and rules.
Fewer wasted tokens
Fewer retries and fixes means your fuel goes further.
Plugs into everything
Every Red Chair agent can use one or more FSNs inside its graph.
Where it shines
- ●Quotes and proposals with a fixed format
- ●Ticket classification and routing
- ●Sales replies in your brand tone
- ●Data extraction from invoices and forms
- ●Call and meeting summaries