Token Saving Calculator
See how much you can save on LLM costs by managing your files with MemoryLake instead of repeatedly feeding them into AI context windows.
Statistical average is ~5%. Simple lookups (find a number, check a date) may only need 1–3%; complex analysis (summarize a report, cross-reference tables) may need 15–30%. Adjust based on your typical task complexity.
Without MemoryLake
$12.00
Monthly LLM Cost
With MemoryLake
$0.60
Reduced LLM Cost: $0.60
Monthly Savings
$11.40
Cost Reduction
95%
Annual Savings
$136.80
Recommended Combination
| Plan Quota | 300K tokens |
| Plan Cost | $0/mo |
| Total MemoryLake Cost | $0.00/mo |
Free
$0
300K tokens
Pro
$19
6.2M tokens
Premium
$199
66.0M tokens
MemoryLake Token Usage
| File Processing (one-time)(375K total) | 31K/mo |
| Monthly Retrieval Calls | 75K/mo |
| Monthly ML Tokens | 106K tokens |
Actual MemoryLake Cost
| Plan Subscription(Free, 300K tokens) | $0/mo |
| MemoryLake Subtotal | $0.00/mo |
LLM Cost (with MemoryLake)
| Claude Haiku 4.5— Only relevant content sent to LLM | $0.60/mo |
Why does MemoryLake save tokens?
Without MemoryLake
Every time your AI agent needs information from a file, the entire file is loaded into the LLM context window, consuming expensive tokens — even if only 5% of the content is relevant.
With MemoryLake
Files are processed once into MemoryLake. When your AI agent needs information, MemoryLake retrieves only the relevant content via precision recall — sending a fraction of the data to the LLM.
Compounding Savings
The more frequently you access files and the larger they are, the greater your savings. MemoryLake processes once, retrieves many times — the opposite of "stuff everything into context".
Start Saving on Token Costs
Get started with MemoryLake for free — 300,000 tokens/month included.
Get Started Free