AI Engineering OS AI Workloads
Optimize prompts, audit token allocations, benchmark LLMs, and compute startup deployment costs.
Available Workspace Tools
Deterministic browser-level tools currently active in the AI Engineering OS hub.
AI Model Selector
Deterministic recommendation engine to select the optimal LLM based on context window, token pricing, latency, and capability requirements.
Model Comparison Playground
Side-by-side comparison of model metrics, benchmarks, capabilities, and token pricing.
AI Cost Calculator
Calculate and project token usage, API pricing, and total operational costs across multiple models.
System Prompt Optimizer
Refine raw prompts into structured, xml-delimited instruction blocks.
Upcoming Tools & Releases
Follow the release schedule for upcoming products under development.
AI Architecture Planner
Design multi-agent schemas, sequential workflows, and micro-service routing boundaries.
RAG Planner
Optimize retrieval-augmented generation pipelines, chunking schemas, and embedding setups.
Token Cost Calculator
Granular simulation of token cost differences across provider versions.
Vector Database Selector
Deterministic tool to evaluate vector database search features and pricing limits.
AI Deployment Planner
Plan cloud and local LLM runtime infrastructure deployment configurations.
AI Load Estimator
Simulate concurrent user completions and latency limits under peak query loads.
Audit Flow & Operations
Understand the lifecycle of data and reports inside AI Engineering OS.
Input Project Parameters
Select your target latency, budget limits, context length, and visual features inside the Selector wizard.
Run Deterministic Scorer
The recommendation engine calculates eligibility gates, capability scores, and price formulas locally in 10ms.
Audit Decision Log
Inspect the mathematically traceable trace log showing scoring adjustments, satisfied rules, and gating rules.
Workspace Pricing Plans
All tools feature a free guest tier. Create a profile to unlock premium capabilities.
Free Guest
Access essential tools to audit resumes and convert GPA scales instantly.
- ✓Unlimited ATS scoring tests
- ✓Single-session storage
- ✓Standard country GPA scales
- ✓Full rule audit access
Premium Workspace
Unlock historical tracking, advanced analysis filters, and custom profile tailoring.
- ✓Save unlimited reports
- ✓Compare audit history side-by-side
- ✓Recruiter audit sub-drawers
- ✓Export PDF report summaries
- ✓Early preview tool access
Frequently Asked Questions
Clear guidance on tools, calculations, and integrations under AI Engineering OS.
Why does Panovor use deterministic recommendations?▼
Unlike fuzzy recommendations generated by LLM pipelines which are slow and inconsistent, deterministic rule evaluation guarantees 100% reproducible results and traceable scoring logs.
What models are currently supported in the catalog?▼
The platform catalogs flagship models from providers like OpenAI, Anthropic, Google, and Meta, including their context limits, features, and token pricing rates.
Can I export recommendation reports?▼
Yes. Upgrading to the Premium tier allows you to generate signed recommendation certificates and export audit files for compliance reviews.
Align Your AI Architecture Today
Create a free workspace profile to save audit checks, compare matches, and access premium optimization tools.
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