fix(webapp): use provider-reported cost for AI generations when present#4186
Conversation
Gateway and OpenRouter report the exact per-request cost, which already reflects cache-read discounts and the real per-provider rate (including when a fallback routes the request to a different model). Catalog pricing cannot see cache-read counts and drifts from what the provider actually charged, so prefer the provider-reported cost whenever present and fall back to the catalog only when it is absent.
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WalkthroughThis change modifies LLM cost enrichment logic to prefer provider-reported cost (from OpenRouter or Vercel AI Gateway) over catalog-based pricing calculations, falling back to the registry only when no provider cost is available. An early-exit guard was added to skip JSON parsing of provider metadata when no cost field is present. A new test suite validates multiple provider-cost and fallback scenarios, the Vitest config was updated to include tests under Changes
Sequence Diagram(s)sequenceDiagram
participant Event as Creatable Event
participant Enrich as enrichLlmMetrics
participant Extract as extractProviderCost
participant Registry as Pricing Registry
Event->>Enrich: pass event props
Enrich->>Extract: extractProviderCost(props)
Extract-->>Enrich: providerCost or null
alt providerCost present
Enrich->>Enrich: use providerCost
else providerCost absent
Enrich->>Registry: calculateCost(...)
Registry-->>Enrich: catalog cost
end
Enrich-->>Event: enriched cost metadata
Related PRs: None identified. Suggested labels: bug, tests Suggested reviewers: None identified. Poem 🚥 Pre-merge checks | ✅ 4 | ❌ 1❌ Failed checks (1 warning)
✅ Passed checks (4 passed)
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🧹 Nitpick comments (1)
apps/webapp/app/v3/utils/enrichCreatableEvents.server.ts (1)
342-346: 📐 Maintainability & Code Quality | 🔵 Trivial | ⚡ Quick winGuard is tightly coupled to the two hardcoded cost keys below.
The
"cost"substring guard only stays correct as long asextractProviderCostkeeps using literal"cost"keys for every provider it parses (gateway.cost,openrouter.usage.cost). If a future provider is added with a different cost field name, this guard will silently short-circuit and always fall back to registry pricing for that provider, without any error — a subtle regression that's easy to miss in review.Consider a brief comment tying the guard explicitly to the key names it depends on, so future edits to the parsing logic below trigger updating the guard too.
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📓 Path-based instructions (9)
**/*.{ts,tsx}
📄 CodeRabbit inference engine (.github/copilot-instructions.md)
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Files:
apps/webapp/vitest.config.tsapps/webapp/app/v3/utils/enrichCreatableEvents.server.tsapps/webapp/app/v3/utils/enrichCreatableEvents.server.test.ts
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Use function declarations instead of default exports
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Files:
apps/webapp/vitest.config.tsapps/webapp/app/v3/utils/enrichCreatableEvents.server.tsapps/webapp/app/v3/utils/enrichCreatableEvents.server.test.ts
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Files:
apps/webapp/vitest.config.tsapps/webapp/app/v3/utils/enrichCreatableEvents.server.tsapps/webapp/app/v3/utils/enrichCreatableEvents.server.test.ts
apps/webapp/**/*.{ts,tsx}
📄 CodeRabbit inference engine (.cursor/rules/webapp.mdc)
apps/webapp/**/*.{ts,tsx}: Access environment variables through theenvexport ofenv.server.tsinstead of directly accessingprocess.env
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findFirstinstead offindUniquefor Prisma queries.
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apps/webapp/vitest.config.tsapps/webapp/app/v3/utils/enrichCreatableEvents.server.tsapps/webapp/app/v3/utils/enrichCreatableEvents.server.test.ts
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🧠 Learnings (20)
📚 Learning: 2026-05-14T14:54:39.095Z
Learnt from: ericallam
Repo: triggerdotdev/trigger.dev PR: 3545
File: .server-changes/agent-view-sessions.md:10-10
Timestamp: 2026-05-14T14:54:39.095Z
Learning: In the `trigger.dev` repository, do not flag inconsistent dot vs slash notation in route/path strings inside `.server-changes/*.md` files. These markdown files are consumed verbatim into the changelog, so the mixed notation (e.g., `resources.orgs.../runs.$runParam/...`) is intentional and should be preserved as-is.
Applied to files:
.server-changes/fix-llm-cost-prefer-provider-reported.md
📚 Learning: 2026-03-22T13:26:12.060Z
Learnt from: ericallam
Repo: triggerdotdev/trigger.dev PR: 3244
File: apps/webapp/app/components/code/TextEditor.tsx:81-86
Timestamp: 2026-03-22T13:26:12.060Z
Learning: In the triggerdotdev/trigger.dev codebase, do not flag `navigator.clipboard.writeText(...)` calls for `missing-await`/`unhandled-promise` issues. These clipboard writes are intentionally invoked without `await` and without `catch` handlers across the project; keep that behavior consistent when reviewing TypeScript/TSX files (e.g., usages like in `apps/webapp/app/components/code/TextEditor.tsx`).
Applied to files:
apps/webapp/vitest.config.tsapps/webapp/app/v3/utils/enrichCreatableEvents.server.tsapps/webapp/app/v3/utils/enrichCreatableEvents.server.test.ts
📚 Learning: 2026-03-22T19:24:14.403Z
Learnt from: matt-aitken
Repo: triggerdotdev/trigger.dev PR: 3187
File: apps/webapp/app/v3/services/alerts/deliverErrorGroupAlert.server.ts:200-204
Timestamp: 2026-03-22T19:24:14.403Z
Learning: In the triggerdotdev/trigger.dev codebase, webhook URLs are not expected to contain embedded credentials/secrets (e.g., fields like `ProjectAlertWebhookProperties` should only hold credential-free webhook endpoints). During code review, if you see logging or inclusion of raw webhook URLs in error messages, do not automatically treat it as a credential-leak/secrets-in-logs issue by default—first verify the URL does not contain embedded credentials (for example, no username/password in the URL, no obvious secret/token query params or fragments). If the URL is credential-free per this project’s conventions, allow the logging.
Applied to files:
apps/webapp/vitest.config.tsapps/webapp/app/v3/utils/enrichCreatableEvents.server.tsapps/webapp/app/v3/utils/enrichCreatableEvents.server.test.ts
📚 Learning: 2026-05-18T08:21:27.694Z
Learnt from: d-cs
Repo: triggerdotdev/trigger.dev PR: 3632
File: apps/webapp/sentry.server.ts:4-21
Timestamp: 2026-05-18T08:21:27.694Z
Learning: When handling Prisma error P1001 ("Can't reach database server") in TypeScript, don’t assume a single error shape. Prisma can surface P1001 via two different error classes/fields: `PrismaClientKnownRequestError` exposes it as `err.code === "P1001"` (common during mid-query connection drops), while `PrismaClientInitializationError` exposes it as `err.errorCode === "P1001"` (common on client startup failure). Therefore, predicates should use `err.code === "P1001" || err.errorCode === "P1001"`. Do not flag `err.code === "P1001"` as “unreachable/never matches,” as it is expected in production.
Applied to files:
apps/webapp/vitest.config.tsapps/webapp/app/v3/utils/enrichCreatableEvents.server.tsapps/webapp/app/v3/utils/enrichCreatableEvents.server.test.ts
📚 Learning: 2026-05-18T08:21:27.694Z
Learnt from: d-cs
Repo: triggerdotdev/trigger.dev PR: 3632
File: apps/webapp/sentry.server.ts:4-21
Timestamp: 2026-05-18T08:21:27.694Z
Learning: When handling Prisma errors for P1001 ("Can't reach database server"), do not assume it only appears under a single property name. Prisma may surface P1001 via either `PrismaClientKnownRequestError` (`err.code === "P1001"`, e.g., mid-query connection drops) or `PrismaClientInitializationError` (`err.errorCode === "P1001"`, e.g., client startup connection failure). To reliably detect the condition, check `err.code === "P1001" || err.errorCode === "P1001"`, and avoid review rules that would incorrectly flag `err.code === "P1001"` as unreachable/never-matching.
Applied to files:
apps/webapp/vitest.config.tsapps/webapp/app/v3/utils/enrichCreatableEvents.server.tsapps/webapp/app/v3/utils/enrichCreatableEvents.server.test.ts
📚 Learning: 2026-06-13T19:53:13.759Z
Learnt from: ericallam
Repo: triggerdotdev/trigger.dev PR: 3937
File: packages/trigger-sdk/skills/realtime-and-frontend/SKILL.md:258-260
Timestamp: 2026-06-13T19:53:13.759Z
Learning: When reviewing code that uses `trigger.dev/react-hooks`’s `useRealtimeRun`, preserve the call signature where the first argument is the full realtime handle object (not `handle.id`). This is intentional to maintain type-safety and is consistent with the official docs; do not suggest changing the first argument from the handle object to `handle.id`.
Applied to files:
apps/webapp/vitest.config.tsapps/webapp/app/v3/utils/enrichCreatableEvents.server.tsapps/webapp/app/v3/utils/enrichCreatableEvents.server.test.ts
📚 Learning: 2026-06-17T17:13:49.929Z
Learnt from: matt-aitken
Repo: triggerdotdev/trigger.dev PR: 3948
File: apps/webapp/app/routes/_app.orgs.$organizationSlug.projects.$projectParam.env.$envParam.bulk-actions.$bulkActionParam/route.tsx:48-62
Timestamp: 2026-06-17T17:13:49.929Z
Learning: In triggerdotdev/trigger.dev, within `dashboardLoader`/`dashboardAction` (or similar context resolver code) whenever you resolve an organization ID from an organization slug for RBAC/enterprise authorization scope, always read from the primary Prisma client (`prisma`), not `$replica`. Using `$replica` can hit replica-lag and cause the RBAC lookup/authorization to run without the correct org scope (bypassing intended role enforcement). Implement the slug→org lookup with `prisma.organization.findFirst(...)` (or equivalent primary-client query) and add an inline comment documenting why the primary client is required (replica lag could lead to unscoped RBAC checks).
Applied to files:
apps/webapp/vitest.config.tsapps/webapp/app/v3/utils/enrichCreatableEvents.server.tsapps/webapp/app/v3/utils/enrichCreatableEvents.server.test.ts
📚 Learning: 2026-06-23T13:04:21.413Z
Learnt from: carderne
Repo: triggerdotdev/trigger.dev PR: 4023
File: apps/webapp/app/services/upsertBranch.server.ts:14-18
Timestamp: 2026-06-23T13:04:21.413Z
Learning: In TypeScript, it’s valid to `import { type X }` and then use `typeof X` in a type-only position, e.g. `type Alias = z.infer<typeof X>`. The `type` modifier suppresses the runtime import, but the type checker still has the full exported type so `z.infer<typeof X>` can resolve correctly. In code reviews, don’t flag this as a TypeScript compile error as long as `typeof X` is used in a type context (e.g., with `z.infer`, `type` aliases, generics), not as a runtime value.
Applied to files:
apps/webapp/vitest.config.tsapps/webapp/app/v3/utils/enrichCreatableEvents.server.tsapps/webapp/app/v3/utils/enrichCreatableEvents.server.test.ts
📚 Learning: 2026-05-01T15:45:08.099Z
Learnt from: matt-aitken
Repo: triggerdotdev/trigger.dev PR: 3499
File: packages/plugins/tsup.config.ts:3-3
Timestamp: 2026-05-01T15:45:08.099Z
Learning: In build/tool configuration files (e.g., tsup.config.ts, vite.config.ts, vitest.config.ts), follow the tool’s documented export pattern and use `export default defineConfig(...)` (or the equivalent documented default export). The repo-wide guideline “use named exports instead of default exports” should apply only to application code (*.{ts,tsx,js,jsx}), not to these build/tool config files—so do not flag `export default defineConfig(...)` in these config files as a violation.
Applied to files:
apps/webapp/vitest.config.ts
📚 Learning: 2026-05-12T21:04:05.815Z
Learnt from: ericallam
Repo: triggerdotdev/trigger.dev PR: 3542
File: apps/webapp/app/components/sessions/v1/SessionStatus.tsx:1-3
Timestamp: 2026-05-12T21:04:05.815Z
Learning: In this Remix + TypeScript codebase, do not flag a server/client boundary violation when a file imports only types from a module matching `*.server`.
Specifically, it’s safe to import types using `import type { Foo } from "*.server"` or `import { type Foo } from "*.server"` because TypeScript erases type-only imports at compile time and they emit no JavaScript, so they won’t cross the Remix server/client bundle boundary.
Only raise the boundary concern for value imports (e.g., `import { Foo }` without `type`, or `import Foo`), since those produce JavaScript output.
Applied to files:
apps/webapp/vitest.config.tsapps/webapp/app/v3/utils/enrichCreatableEvents.server.tsapps/webapp/app/v3/utils/enrichCreatableEvents.server.test.ts
📚 Learning: 2026-06-25T18:21:51.905Z
Learnt from: carderne
Repo: triggerdotdev/trigger.dev PR: 4039
File: apps/webapp/app/routes/invite-revoke.tsx:0-0
Timestamp: 2026-06-25T18:21:51.905Z
Learning: During the Zod v4 migration in the triggerdotdev/trigger.dev webapp, ensure any imports from `conform-to/zod` use the Zod-4 subpath: `conform-to/zod/v4` (e.g., `import { parseWithZod } from "conform-to/zod/v4"`). Do not import from the package root `conform-to/zod`, because it is the Zod 3 implementation and may load Zod-3-only symbols (e.g., `ZodBranded`, `ZodEffects`), which can throw at module load (notably with `zod4.4.3`). This should be enforced across `apps/webapp/**/*` where helpers like `parseWithZod` and `conformZodMessage` are used.
Applied to files:
apps/webapp/vitest.config.tsapps/webapp/app/v3/utils/enrichCreatableEvents.server.tsapps/webapp/app/v3/utils/enrichCreatableEvents.server.test.ts
📚 Learning: 2026-07-03T17:10:21.498Z
Learnt from: 0ski
Repo: triggerdotdev/trigger.dev PR: 4148
File: apps/webapp/app/models/orgMember.server.ts:149-168
Timestamp: 2026-07-03T17:10:21.498Z
Learning: In triggerdotdev/trigger.dev, `User.email` (Prisma schema: `internal-packages/database/prisma/schema.prisma`) currently does NOT use `citext` and does NOT have a `lower(email)` functional unique index. Therefore, do not introduce Prisma queries like `where: { email: { equals: <value>, mode: "insensitive" } }` (or any case-insensitive lookup) against `User.email`, because it can force sequential scans of the `users` table under load. During review, ensure email is normalized (e.g., lowercased/trimmed) before both writes and subsequent lookups, and if true case-insensitive behavior/uniqueness is required, implement it via a separate app-wide migration (e.g., switch to `citext` and/or add a functional unique index with backfill) rather than bolting it onto individual feature PRs.
Applied to files:
apps/webapp/vitest.config.tsapps/webapp/app/v3/utils/enrichCreatableEvents.server.tsapps/webapp/app/v3/utils/enrichCreatableEvents.server.test.ts
📚 Learning: 2026-06-04T18:16:35.386Z
Learnt from: nicktrn
Repo: triggerdotdev/trigger.dev PR: 3836
File: apps/supervisor/src/backpressure/backpressureMonitor.ts:3-5
Timestamp: 2026-06-04T18:16:35.386Z
Learning: When reviewing TypeScript in this repo, apply the rule “prefer type aliases over interfaces” only to data/object shapes and union/intersection type modeling. If an interface is being used as a behavioral contract for collaborators to implement (e.g., method-shape interfaces that define required behavior, such as `BackpressureLogger` / `BackpressureSignalSource` in `apps/supervisor/src/backpressure/backpressureMonitor.ts`), keep it as an `interface` and do not flag it as a type-alias-vs-interface violation.
Applied to files:
apps/webapp/vitest.config.tsapps/webapp/app/v3/utils/enrichCreatableEvents.server.tsapps/webapp/app/v3/utils/enrichCreatableEvents.server.test.ts
📚 Learning: 2026-06-09T17:58:04.699Z
Learnt from: 0ski
Repo: triggerdotdev/trigger.dev PR: 3879
File: apps/webapp/app/models/vercelIntegration.server.ts:619-630
Timestamp: 2026-06-09T17:58:04.699Z
Learning: In this codebase, outbound raw `fetch` calls should typically rely on Node/undici’s default request timeout (about ~300s) rather than adding a per-call `AbortController` + `setTimeout` wrapper inside individual functions (e.g. in files like `apps/webapp/app/models/vercelIntegration.server.ts`). During code review, do not flag the absence of a per-call timeout on a single `fetch` as an issue; if per-call timeouts are needed, they should be implemented via a codebase-wide convention (e.g., a shared fetch wrapper or documented pattern) rather than ad-hoc per-function changes.
Applied to files:
apps/webapp/vitest.config.tsapps/webapp/app/v3/utils/enrichCreatableEvents.server.tsapps/webapp/app/v3/utils/enrichCreatableEvents.server.test.ts
📚 Learning: 2026-03-29T19:16:28.864Z
Learnt from: nicktrn
Repo: triggerdotdev/trigger.dev PR: 3291
File: apps/webapp/app/v3/featureFlags.ts:53-65
Timestamp: 2026-03-29T19:16:28.864Z
Learning: When reviewing TypeScript code that uses Zod v3, treat `z.coerce.*()` schemas as their direct Zod type (e.g., `z.coerce.boolean()` returns a `ZodBoolean` with `_def.typeName === "ZodBoolean"`) rather than a `ZodEffects`. Only `.preprocess()`, `.refine()`/`.superRefine()`, and `.transform()` are expected to wrap schemas in `ZodEffects`. Therefore, in reviewers’ logic like `getFlagControlType`, do not flag/unblock failures that require unwrapping `ZodEffects` when the input schema is a `z.coerce.*` schema.
Applied to files:
apps/webapp/app/v3/utils/enrichCreatableEvents.server.tsapps/webapp/app/v3/utils/enrichCreatableEvents.server.test.ts
📚 Learning: 2026-06-09T16:27:26.195Z
Learnt from: myftija
Repo: triggerdotdev/trigger.dev PR: 3878
File: apps/webapp/app/v3/services/computeTemplateCreation.server.ts:0-0
Timestamp: 2026-06-09T16:27:26.195Z
Learning: When working in triggerdotdev/trigger.dev code related to worker-group/region default resolution (e.g., defaultWorkerInstanceGroupId handling used by getGlobalDefaultWorkerGroup, getDefaultWorkerGroupForProject, and RegionsPresenter), do NOT add org-level featureFlags overrides in only one resolution site. That can cause template creation routing/decisions to diverge from actual run routing. If org-level override of the default region/worker group is required, it must be centralized in getGlobalDefaultWorkerGroup so every resolution path remains aligned.
Applied to files:
apps/webapp/app/v3/utils/enrichCreatableEvents.server.tsapps/webapp/app/v3/utils/enrichCreatableEvents.server.test.ts
📚 Learning: 2026-05-05T09:38:02.512Z
Learnt from: d-cs
Repo: triggerdotdev/trigger.dev PR: 3523
File: apps/webapp/app/routes/api.v3.batches.ts:178-181
Timestamp: 2026-05-05T09:38:02.512Z
Learning: When reviewing code that catches `ServiceValidationError` in `*.server.ts` files, do not blindly forward `error.status` to HTTP responses, because SVEs may be thrown with non-default statuses (e.g., 400/500) and forwarding them can cause client-visible behavioral regressions (e.g., surfacing 500s to clients). Prefer a safe default response status of `error.status ?? 422`, but only after confirming via the reachable call graph that the caught `ServiceValidationError` instances are expected to carry those non-default statuses; otherwise, normalize to `422` to avoid unexpected client-visible 5xx behavior.
Applied to files:
apps/webapp/app/v3/utils/enrichCreatableEvents.server.ts
📚 Learning: 2026-05-14T08:21:07.614Z
Learnt from: d-cs
Repo: triggerdotdev/trigger.dev PR: 3614
File: apps/webapp/app/v3/mollifier/mollifierGate.server.ts:48-52
Timestamp: 2026-05-14T08:21:07.614Z
Learning: When using Trigger.dev v3 feature flags in the webapp, prefer the existing per-org gating mechanism supported by `flag()` via the `overrides` argument. Pass `Organization.featureFlags` (from `environment.organization.featureFlags`) as the `overrides` value; overrides must take precedence over the global `featureFlag` row. Do not require schema changes or add an `orgId` field to `FlagsOptions` for per-org gating—use the overrides pattern consistently (e.g., in gate flows like `resolveOrgFlag` and any server code that threads `environment.organization.featureFlags` into the gate call).
Applied to files:
apps/webapp/app/v3/utils/enrichCreatableEvents.server.ts
📚 Learning: 2026-05-18T14:40:02.173Z
Learnt from: ericallam
Repo: triggerdotdev/trigger.dev PR: 3658
File: packages/core/src/v3/realtimeStreams/manager.test.ts:1-147
Timestamp: 2026-05-18T14:40:02.173Z
Learning: In the triggerdotdev/trigger.dev repo, the policy “Never mock anything — use testcontainers instead” should only be enforced for integration tests that interact with real external services (e.g., Redis, Postgres) via actual infrastructure. For unit tests that exercise pure in-memory logic (e.g., cache semantics) it is OK to stub collaborators such as `ApiClient` using Vitest (`vi.fn()`) to assert call counts or control behavior. Do not flag `vi.fn()`-based `ApiClient` stubs in unit tests as violations of the testcontainers policy.
Applied to files:
apps/webapp/app/v3/utils/enrichCreatableEvents.server.test.ts
📚 Learning: 2026-06-16T09:19:47.637Z
Learnt from: d-cs
Repo: triggerdotdev/trigger.dev PR: 3960
File: apps/webapp/test/prismaInfrastructureErrorCapture.test.ts:0-0
Timestamp: 2026-06-16T09:19:47.637Z
Learning: In this repo’s Vitest setup, `vitest.config.ts` uses `globals: true`, so identifiers like `vi`, `describe`, `it`, and `expect` are available as globals in Vitest test files. During code review, do not flag missing `vi`/`describe`/`it`/`expect` imports as a runtime error or correctness issue when they’re used in `*.test.ts/tsx` or `*.spec.ts/tsx` files. Explicit imports are still preferred for consistency, but they’re not required for runtime behavior.
Applied to files:
apps/webapp/app/v3/utils/enrichCreatableEvents.server.test.ts
🔇 Additional comments (4)
apps/webapp/app/v3/utils/enrichCreatableEvents.server.ts (1)
92-101: LGTM!apps/webapp/app/v3/utils/enrichCreatableEvents.server.test.ts (1)
1-212: LGTM!apps/webapp/vitest.config.ts (1)
16-16: LGTM!.server-changes/fix-llm-cost-prefer-provider-reported.md (1)
1-6: LGTM!
Summary
The run page could show an AI generation cost well above what the provider actually charged, most visibly for OpenRouter and Vercel AI Gateway requests where a heavily cache-read prompt was priced at the full input rate. When the provider reports an exact per-request cost, we now use that instead of catalog pricing.
Fix
Gateway and OpenRouter include the exact per-request cost in
ai.response.providerMetadata(openrouter.usage.cost/gateway.cost). That figure already reflects the cache-read discount and the real per-provider rate, which the catalog cannot reconstruct: cache-read counts do not arrive ingen_ai.usage.*, and per-model catalog prices drift from what the provider billed, in either direction. So provider-reported cost is now preferred, and the catalog is used only when no provider cost is present.Fallback routing is covered by the same change: when OpenRouter routes to a different model,
gen_ai.response.modelalready carries the served model, so the cost follows the served model and the provider's own figure makes it exact.extractProviderCostnow runs on every AI span, so it gets a cheap"cost"substring guard to skip the JSON parse on reasoning-model spans whose provider metadata carries large reasoning text and no cost field.Regression tests cover the cache-discount overcharge, fallback served-model pricing, gateway cost, and the catalog fallback path.