Cost Estimation
Using DeepSeek-V4-Flash as reference — full training cost analysis for 100 articles
Model Pricing
Using DeepSeek-V4-Flash as the reference model, based on official published pricing:
Input tokens
$0.22
per million tokens
Output tokens
$0.66
per million tokens
Context window
1M
tokens
Pipeline Call Statistics
Based on 100 reference articles, 3 topics per article, single training version LLM call volume:
| Pipeline Step | Calls | Est. Tokens |
|---|---|---|
| Article Ingestion (structured extraction) | 100 calls | ~500K tokens (est.) |
| 9-Dimension Analysis | 100 calls | ~1.2M tokens (est.) |
| Topic Derivation | 100 calls | ~600K tokens (est.) |
| Prompt Distillation Training | 1 calls | ~2M tokens (est.) |
| Article Generation | 300 calls | ~4.5M tokens (est.) |
| Multi-Role Review (3 judges × 300 articles) | 900 calls | ~6.3M tokens (est.) |
| Metrics / Other | 2 calls | ~10K tokens (est.) |
| Total | 1,503 calls | ~15M tokens (est.) |
Cost details on request
Get a Precise Cost Estimate
Training costs vary significantly by scenario. Tell us your specific needs (reference article count, target platform, quality requirements) and we'll provide a tailored cost analysis.
Contact Us for PricingNote：The above shows LLM call counts and estimated token consumption per pipeline step. Actual costs vary by Agent complexity, article length, and iteration rounds.