Deep Infrastructure for your AI needs.
Memlin feeds your agents the right few facts, not your whole repo. Better accuracy, 74% fewer tokens, zero rework.
Explore the Core
The four pillars of AI-native infrastructure.
Savings
What Memlin saves you.
Measured results from real runs, then what they project to for a team of 10. Projections are labeled.
Measured
1
Learns
Captures decisions, documentation, workflows, and project knowledge automatically.
2
Smarter
Right 93% of the time (a cold agent: 3%).
3
Faster
Straight to the answer: 0 files to dig through, not ~10 (~1.9× faster).
4
Cheaper
~74% fewer tokens on every chat (modeled).
5
Consistent
One memory, every dev and every tool — no drift.
Tokens per run (modeled)
Without Memlin
432K tokens / run
With Memlin
112K tokens / run
Projected — team of 10
Across a 10-person team, those measured results project to:
- →~55-65 hr/wk saved: Less waiting, fewer collisions, no cold-starts.
- →1.5 FTE reclaimed: ~$250-300K/yr of engineering capacity.
- →~$70K token savings: The 74% per-query reduction compounds fast.
~$300-370K/yr of value
The enterprise case
When something breaks, know exactly why.
Replay the exact information, decisions, and actions behind any AI-assisted change. No guessing. No finger-pointing. No black boxes.
Turn what every project learns into an asset.
Install once. Shared knowledge follows every workspace, session, and tool.