LLM Agentic vs Manual Coding Cost Comparison
Visualise the crossover point where using Agentic coding with tools such as Cline becomes more cost-effective than manual development.
Parameters
Global Parameters
Manual Development Parameters
SCRUM overheads, Jira, meetings etc.
Agentic Development Parameters
One-time setup cost for tooling, environment, etc.
Total hours to complete the project using agentic tools
Adjust for engineer experience with agentic tools (1.0 = average)
Adjust for AI model capability (1.0 = baseline, lower values increase token usage due to rework)
Total tokens in millions (e.g., 5 = 5 million tokens)
Advanced Settings
Token Usage
1x
Multiplier for token costs (both cached and uncached)
Token Breakdown
Token Distribution (For Cached Calculations)
8:1 (89% output / 11% input)
This ratio only affects cached calculations. Non-cached calculations use a fixed 50/50 distribution.
Caching Settings
88%
Higher values = more tokens retrieved from cache = lower costs
The chart shows costs both with and without prompt caching for comparison.
Prompt caching can significantly reduce costs, especially for output tokens.
Project Size Presets
Select a project size to automatically set token size, manual hours, and agentic hours
Development Cost Over Time
Run Cost Calculator
Total Savings:
$2,925.00
Time Saved:
30 hours
Return on Investment (based on setup costs):
272%
(Calculated as savings relative to initial setup investment)
Manual Development Approach
Total Cost:
$4,000.00
- Engineer Time Cost:
- $4,000.00
- Direct cost of developer hours at the specified hourly rate
- Management Overhead:
- Included in total cost
- Additional costs for meetings, planning, and management
Agentic Development Approach
Total Cost:
$1,075.00
- Initial Setup Cost:
- $0.00
- One-time cost for tooling and environment setup
- Engineer Time Cost:
- $1,000.00
- Cost of developer time spent prompting and guiding LLMs
- LLM Token Cost:
- $75.00
- Cost of tokens processed by the AI model
- (Assumes prompt caching is enabled)
Token Cost Breakdown
Token costs vary based on whether they are input or output tokens, and whether caching is enabled.
- Input Token Cost:
- $0.00
- Cost of tokens sent to the model
- Cache Write Cost:
- $0.00
- Cost of writing tokens to cache (first-time processing)
- Cache Read Cost:
- $0.00
- Cost of reading tokens from cache (previously processed)
- Output Token Cost:
- $0.00
- Cost of tokens generated by the model
- Output Token Cost (without caching):
- $0.00
- What output tokens would cost if caching were disabled