Volurynt

Kestrel Labs / Production

Overview

Demonstration data · last event Oct 18, 2026, 14:22 UTC

Demonstration data · last event Oct 18, 2026, 14:22 UTC

Spend · selected range

$13,825

+36.4%

vs prior 30 days

$461 per day

Over the last 30 days, spend grew 36.4%, outpacing request volume (+29.2%). Claude Sonnet 4.5 accounts for 87% of that change.

API requests

1.6M

+29.2%

vs prior 30 days

53.9K per day on average

Total tokens

3.87B

+32.0%

vs prior 30 days

20% output · 2.39K per request

Success rate

99.50%

-0.06 pts

vs prior 30 days

8.1K failed requests

P95 latency

2.75s

+3.8%

vs prior 30 days

95th percentile, request-weighted

Cost per 1K requests

$8.55

+5.5%

vs prior 30 days

Blended across selected models

01

What moved spend

Spend rose $3,687 over the last 30 days. Request volume explains 80% of the change, so growth is coming from usage rather than price or model choice.

Prior period

Spend in the comparison window

$10,138

Prior period

$10,138

Request volume

More or fewer requests at the prior model mix and cost

+$2,964

Request volume

+$2,964

Model mix

Traffic moving between cheaper and pricier models

+$248

Model mix

+$248

Tokens per request

Longer or shorter prompts and answers within each model

+$475

Tokens per request

+$475

This period

Spend in the selected window

$13,825

This period

$13,825

Hover or focus an effect to see which models drive it. The three effects add up exactly to the change in spend.

02

Needs attention

4 to act on

4 to watch

Last 30 days

Budget · workspace

Act

Projected to exceed the monthly budget by $657

At $512 a day (weekday-adjusted), month-end lands at $15,657, crossing $15,000 on Oct 30.

$14,486–$16,829 likely range

Cost anomaly · Oct 12

Act

Claude Sonnet 4.5 spend ran 85% above its 7-day average

Answers grew from 563 to 970 output tokens per request. Volume was normal, so a prompt or template change is the likely cause.

+$326 that day

Cost anomaly · Oct 9

Act

Claude Sonnet 4.5 spend ran 36% above its 7-day average

Request volume stepped up while tokens per request held steady, consistent with a launch or new traffic source.

+$132 that day

Cost anomaly · Sep 25

Act

Claude Sonnet 4.5 spend ran 55% above its 7-day average

Request volume stepped up while tokens per request held steady, consistent with a launch or new traffic source.

+$154 that day

Reliability · Oct 15

Watch

DeepSeek V3 errors reached 1.5%

3.0× the model's normal error rate. Failed calls are retried, so this also inflates request counts.

Retries add cost

3 more in this period. Narrow the range or models to see them.

03

Usage and spend

Daily volume stacked by model, with spend traced over it and the prior period ghosted underneath. Hover or use arrow keys to inspect a day.

Daily volume stacked by model, with spend traced over it and the prior period ghosted underneath. Hover or use arrow keys to inspect a day.

Requests up 29.2% vs prior 30 days, accelerating into the latest stretch. Busiest day: Oct 12 · 76.2K

Claude Sonnet 4.5

GPT-4o

Gemini 2.5 Flash

DeepSeek V3

Daily spend (right scale)

Prior period

04

Month-end forecast

Projected month-end

$15,657

80% range $14,486–$16,829

Spent so far

$8,864

Day 18 of 31

Daily allowance

$472

To stay within $15,000, vs $512 run rate

Budget runway

Oct 30

Crosses budget with 1 day left

Budget $15,000Forecast
Oct 1Oct 31

Actual daily spend

Forecast with 80% band

Cumulative spend

05

Savings opportunities

Identified per month

$3,217

Add an opportunity to the forecast to see its effect on month-end spend.

Claude Sonnet 4.5

Gemini 2.5 Flash

Route short support replies to Gemini 2.5 Flash

35% of Support copilot traffic on Claude Sonnet 4.5 is short-form. Flash serves a request for 7% of the cost.

Assumes 35% of Sonnet support requests qualify and quality holds on your eval set.

$1,339

/mo

Needs evaluation

Claude Sonnet 4.5

Cache repository context in the code review agent

About 55% of each Code review agent prompt repeats the same repository context. Cached input is billed at 10% of the standard rate.

Net of cache-write overhead (80% of the gross saving).

$939

/mo

Code change

GPT-4o

Move nightly summaries to batch processing

Nightly summaries are not latency-sensitive. Batch requests on OpenAI and Anthropic are billed at 50%.

Gemini and DeepSeek traffic excluded.

$601

/mo

Config change

GPT-4o

Gemini 2.5 Flash

Re-rank search results with Gemini 2.5 Flash

50% of Search and retrieval traffic on GPT-4o is re-ranking short passages. Flash serves a request for 13% of the cost.

Assumes half of GPT-4o search requests qualify and ranking quality holds on your eval set.

$338

/mo

Needs evaluation

Claude Sonnet 4.5

Restore the output token cap on Claude Sonnet 4.5

Answers grew from 563 to 970 output tokens per request after the Oct 12 template change.

Recovers the excess output tokens observed during the regression, if it recurs.

$203

/mo

Config change

Prevents a repeat. Not in the forecast.

Estimates use the last 30 days of usage at list prices. Simulating an opportunity changes only the forecast on this page.

06

Model mix

Traffic share against spend share for each model. Select a row to focus the whole overview on that model.

Traffic share against spend share for each model. Select a row to focus the whole overview on that model.

Claude Sonnet 4.5 carries 42% of requests but 79% of spend, 1.9× its traffic weight. DeepSeek V3 serves 1K requests for $0.98.

Model

Traffic vs spend share

Spend

$ / 1K req

P95

Last 30 days · spend and shares across all 4 models. Select a model to focus the whole overview on it.

07

Reliability

All selected models operational

Success rate

99.50%

P95 latency

2.75s

Failed requests

8.1K

Daily error rate

Peak 1.00%

Detected incidents · 4

Oct 15

DeepSeek V3 error spike

1.46%

Oct 14

Gemini 2.5 Flash latency degradation

3.35s

Oct 9

GPT-4o error spike

4.58%

08

Spend by workload

Last 30 days · attributed from request tags. Select a workload to see its model costs.

09

Request rhythm

Peak weekday window is 13:00–17:00 UTC. Only 8% of requests lands overnight, leaving room for batch jobs.

Mon
Tue
Wed
Thu
Fri
Sat
Sun

Last 30 days · hover a cell for detail

Low

High

10

Activity

Incidents and budget crossings are detected from usage. Configuration and key changes come from the workspace audit trail.

Oct 18

14:22 UTC

Security

API key prod-ingest rotated

Previous key revoked after a 24-hour overlap window.

Oct 16

10:04 UTC

Config

Fallback route added

GPT-4o requests now fail over to Claude Sonnet 4.5 after two retries.

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