Agent = instructions + knowledge + tools + policy
In Papple AI each agent has a versioned system prompt, an optional knowledge base, a workflow of AI and tool steps, and an approval policy. That combination makes behavior predictable and auditable.
AI agents
A chatbot answers a question. An AI agent takes a goal — reply to this customer, qualify this lead, invoice this client — and carries out the steps with the tools and knowledge it has been given.
Architecture
In Papple AI each agent has a versioned system prompt, an optional knowledge base, a workflow of AI and tool steps, and an approval policy. That combination makes behavior predictable and auditable.
Agents produce JSON at decision points (priority, score, line items) so later steps and conditions can branch reliably, rather than parsing prose.
Knowledge-base retrieval injects the most relevant passages from your documents into each AI step, and prompts instruct the agent to rely only on them.
Roles decide who can build agents, who can approve actions and who can only view. Every decision is attributed in the audit log.
Answers tickets from your knowledge base and routes what needs a human.
Learn moreTriages inbound email, extracts action items and drafts replies.
Learn moreScores inbound leads, logs them to CRM and alerts sales on hot ones.
Learn moreTurns a plain-language work summary into an itemized invoice.
Learn moreTurns transcripts into decisions, owners, deadlines and a follow-up email.
Learn moreExtracts parties, dates, obligations and risks from contracts and documents.
Learn moreA chatbot generates responses in a conversation. An agent runs a defined workflow: it classifies, retrieves, drafts and then uses tools to create records, send messages or call APIs — with approvals for consequential steps.
Yes. Upload TXT, Markdown, CSV, JSON, HTML, DOCX or text-based PDF files to a knowledge base and connect it to any agent.
The platform connects to leading model providers configured by the administrator. Token usage is metered per step and converted to credits.
Free plan, no card. Install an agent from the marketplace and run it on real work in minutes.