After optimization fee
Product
01 · Period
Monitor AI spend over time
Move between month, quarter, and year. Every number on the dashboard follows the same reporting period.
Illustrative workspace · Demo data
Net Realized Savings●
$18.4k
↑ 12.8%vs. prior period
Gross Savings
$24.6k
↑ 10.4%vs. prior period
Total cost eliminated pre-fee
Baseline Cost
$96.8k
↑ 3.1%vs. prior period
List-price spend without Varsten
Actual Spend
$72.2k
↑ 7.6%vs. prior period
Paid to providers this period
02 · Trend
Watch savings happen in real time
Helpful for seeing short-term spending trends.
Section 01 · Trend
Daily Savings
Actual spendSavings
Avg daily spend$2,579
Avg daily savings$879
Effective savings rate25.4%
03 · Mechanism
Know what created the savings.
Every active lever has a measured contribution. Nothing disappears into a single unexplained total.
Section 02 · Mechanism
Savings by Lever
5 · 5 active
- 01Semantic cache$9,84040.0%
- 02Model downshift$6,39626.0%
- 03Prompt caching$4,18217.0%
- 04Token trimming$2,70611.0%
- 05Batching$1,4766.0%
04 · Allocation
Find what drives the bill.
Switch between teams and product features to see exactly where AI spend accumulates.
Section 03 · Allocation
Spend Drivers
- Product$29,60241.0%
- Support$19,49427.0%
- Growth$14,44020.0%
- Internal$8,66412.0%
05 · Confidence
Savings that prove it
You don't have to take our word for it.
Section 04 · Savings
Data Integrity
96
Confidence score
✓High confidenceSavings backed by direct ledger evidence.
- VerifiedMeasured share94.2%
Directly measured savings
- VerifiedVerified savings$23,173
Matched to provider usage
- VerifiedPricing coverage99.8%
Requests with catalog pricing
See where your AI spend is going.
Connect a workload and let the dashboard build your cost baseline. No production changes required.