Overview

The AI Toolkit plugin provides intelligent assistance features for the Xilancer platform. It uses a deterministic-first approach, meaning it works without any API key while providing optional AI enhancement when configured.

Key Features

• Description Assistant — AI-rewrites job posts, services, and offer descriptions
• Profile Review — Rubric-based profile scoring with improvement suggestions
• Search Reranker — Keyword-based reranking for jobs/projects search
• LinkedIn Auth Provider — LinkedIn OAuth login integration
• Pricing Advisor — Deterministic pricing heuristics based on market data

How It Works

Deterministic-First Approach

Every feature runs a deterministic algorithm first:

1. Checklist-based validation — Length, structure, numbers, paragraphs
2. Keyword analysis — Weighted scoring for search relevance
3. Rubric scoring — Structured evaluation for profiles

Optional AI Enhancement

When an OpenAI-compatible endpoint is configured:

1. Deterministic results are generated first
2. Optional LLM polish is applied on top
3. Results are cached for performance

No API Key Required

All features work without any API key:

• Description rewriting uses template-based suggestions
• Profile review uses rubric-based scoring
• Search reranking uses keyword matching
• Pricing advisor uses market data heuristics

Benefits

• Immediate value — Works out of the box
• Privacy-friendly — No data sent to external APIs by default
• Cost-effective — No API costs unless you choose to enhance
• Reliable — Deterministic results are consistent and predictable

Last updated: September 2026