Your AI is costing more than you realize
Most teams are overpaying — running premium models where a cheaper one matches quality, with no visibility into spend or governance. See your own exposure in seconds.
Check Your Exposure
See what your current AI stack is costing — and what you could save.
Check Your ExposureBrowse Tools
Models, Arena, Calculator, Compare, and more — grouped by goal.
Browse ToolsAssess Your Controls
Seven questions on your AI governance and security posture.
Assess Your ControlsGet Your Exposure Brief
A personalized summary of your gaps — after you've seen a result.
Get Your Exposure BriefWhat are you trying to accomplish?
Start with your goal — we'll point you to the right tool and the models that fit.
Build a customer-support assistant
Find models tuned for conversation, support, and tool use.
Get startedGenerate or review code
Compare the models that excel at writing and reviewing code.
Get startedSummarize large documents
Long-context models built for dense inputs and big documents.
Get startedCreate an agentic workflow
Balance capability against cost for high-volume agent loops.
Get startedExplore models without a project
Browse the full landscape and current pricing at your own pace.
Get startedFeatured Scenarios
Pre-built usage patterns to quickly estimate costs for common applications.
24/7 Customer Support Chatbot
An always-on chatbot handling customer queries with conversation history, replacing tier-1 support staff.
Code Generation Assistant
An AI coding assistant generating code from natural language prompts for a team of developers.
Document Summarization Pipeline
Summarize long documents into concise summaries at scale.
Custom AI Solution Development
Building a custom AI-powered application for a client: agentic workflows, RAG, and multi-step reasoning.
Understand how AI models actually work
The fundamentals — no fluff, so you can make an informed decision.
What are tokens?
Models don't read words — they read tokens, small chunks of text (about 4 characters, or ¾ of a word). Providers bill per million tokens, so the length of your prompts and responses directly sets your cost. Simple requests rarely need the most expensive model.
What is routing?
Routing sends each request to the model best suited to that task — a fast, cheap model for simple queries, a stronger one for hard problems. Instead of paying one premium model for everything, you pay each model only for the work it's good at. Xilos does this automatically at request time.
What happens to my prompt after I hit send?
Your prompt travels to a provider, where a model generates a response token by token. Everything in it — context, examples, data — is sent as-is to that provider. Having visibility into what's sent, what it costs, and where it goes is the layer most teams are missing.
What is private data?
Names, emails, phone numbers, credentials, source code, financials — anything that shouldn't leave your control. If it's in your prompt, a public API sees it. Xilos detects and blocks PII before it reaches a provider, and can route sensitive work to governed or self-hosted models.
The best model depends on the task. Xilos chooses at runtime.
One workload, distributed across models to balance quality, speed, and estimated cost — instead of paying a single premium model for everything.
One-model setup
Claude Opus 4.8
Estimated monthly cost
$6,850
Customer conversation
300M in · 60M out tokens/mo
3,000/mo
same modelIntent classification
60M in · 3M out tokens/mo
375/mo
same modelKnowledge retrieval
150M in · 40M out tokens/mo
1,750/mo
same modelComplex escalation
40M in · 40M out tokens/mo
1,200/mo
same modelSensitive data handling
30M in · 15M out tokens/mo
525/mo
same modelWith Xilos routing
5 models, chosen per task
Estimated monthly cost
$2,448
Customer conversation
→ GPT-5.6 Luna (General-purpose)
$540/mo
Intent classification
→ Gemini 3.1 Flash-Lite (Fast & inexpensive)
$5/mo
Knowledge retrieval
→ Gemini 3.1 Pro (Long-context)
$388/mo
Complex escalation
→ Claude Opus 4.8 (Strong reasoning)
$1,200/mo
Sensitive data handling
→ Claude Sonnet 5 (Governed / approved)
$315/mo
How this estimate works
Model pricesare Spotlight's current per-million-token rates from the public model data on this site — not coupon pricing.
Token volumes are illustrative monthly assumptions per task (shown next to each row) and are meant to be representative, not a forecast.
Routing assumes each task is sent to the model class listed; Xilos classifies and routes at request time with negligible per-request overhead.
Actual savings depend on your exact workload, volumes, and routing rules — results will vary.
Popular Comparisons
Side-by-side analysis of leading models.