Comparison · Self-hosted vs Managed

Trough vs Braintrust

Braintrust is $25/mo (Team). Trough is a self-hosted alternative at $2.99/mo. Here's when each makes sense.

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TroughBraintrust
HostingSelf-hosted, your infraManaged SaaS (cloud only)
Data locationYour server, your diskBraintrust's cloud
Free tier1 service, 10,000 requests/moPaid only
Pro pricing$2.99/mo$25/mo (Team)
DependenciesNone (single binary + SQLite)N/A (managed)
Setup time~30 secondsAccount signup
DashboardBuilt-in at /uiCloud dashboard
LicenseBSL 1.1Proprietary SaaS
When to use Trough

Pick Trough when you want simplicity and ownership.

Trough is a single Go binary with embedded SQLite. Install it with one command, and you are running in under a minute. Your data stays on your server.

curl -fsSL https://stockyard.dev/trough/install.sh | sh
Install Trough Trough docs

Braintrust makes sense when you need more.

Braintrust is an LLM evaluation and experiment tracking platform. If you need prompt scoring and eval datasets, Braintrust is purpose-built for that. If you specifically need cost tracking, Trough is focused and self-hosted.
The trade-off

Teams evaluating Braintrust alongside Trough tend to split on two axes: feature depth and data residency. Braintrust wins on feature depth — it is a mature product with integrations, mobile apps, and a dedicated support team. Trough wins on residency — your llm api cost monitor data lives on your server in a SQLite file you can inspect, back up, and migrate without asking anyone for permission.

Trough runs as a single static binary with an embedded SQLite database. There is no application server, no cache layer, no background worker. One process handles HTTP requests and reads from and writes to the database file directly. This simplicity is the entire point — fewer moving parts means fewer things that can break at 2 AM.

Moving to Trough

The migration path from Braintrust depends on how much history you need to bring over. If you only need active records, a manual re-entry through Trough's dashboard might be faster than writing a migration script. If you need full history, export from Braintrust and use Trough's POST API to import records. Either way, the process is measured in hours, not weeks.

FAQ
Is Trough a Braintrust alternative?
Braintrust is for LLM evaluation and experiment tracking. Trough focuses specifically on API cost monitoring. They solve different problems.
Does Trough support prompt evaluation?
No. Trough tracks costs. For prompt evaluation and scoring, use Braintrust, Langfuse, or the Stockyard platform.
Related

Trough overview

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Self-hosted LLM API cost monitor in 30 seconds.

Single binary. Free to start. $2.99/mo for Pro.

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