Context intelligence
See how OrangeLine automates context management.
Compare traditional window-fill compaction against OrangeLine turn-interval pruning.
Trace output comparison
Context size by turn
OrangeLine contextTraditional contextEffective max context
Traditional tokens / trace
33.2M
OrangeLine tokens / trace
24.3M
Trace token reduction
26.9%
Compaction events
1
Context extension
1.54x
Traditional KV / trace
13.01 GB
OrangeLine KV / trace
6.73 GB
KV memory reduction
48.2%
Tokens per trace, traditional vs OrangeLine
Uncached inputCached inputNormal outputCompaction output
KV cache per trace, traditional vs OrangeLine
Traditional KVOrangeLine KV
Cost per trace
| Model | Input / 1M | Cached / 1M | Output / 1M | Cost / trace | vs Us |
|---|---|---|---|---|---|
| Claude Opus | $5.00 | $0.50 | $25.00 | $19.85 | 65.8% |
| Claude Sonnet | $2.00 | $0.20 | $10.00 | $7.94 | 14.5% |
| GLM | $1.40 | $0.26 | $4.40 | $9.32 | 27.2% |
| UsOrangeLine | $1.40 | $0.26 | $4.40 | $6.79 | — |