diff --git a/src/providers/codewhale.ts b/src/providers/codewhale.ts
index 5135409..882c94a 100644
--- a/src/providers/codewhale.ts
+++ b/src/providers/codewhale.ts
@@ -4,7 +4,7 @@ import { join } from 'path'
 
 import { extractBashCommands } from '../bash-utils.js'
 import { readSessionFile } from '../fs-utils.js'
-import { calculateCost, getShortModelName } from '../models.js'
+import { getShortModelName } from '../models.js'
 import type { ToolCall } from '../types.js'
 import type { ParsedProviderCall, Provider, SessionParser, SessionSource } from './types.js'
 
@@ -390,10 +390,9 @@ function createParser(source: SessionSource, seenKeys: Set<string>): SessionPars
       const totalTokens = safeTokenCount(metadata.total_tokens)
       const model = metadata.model ?? metadata.model_provider ?? 'unknown'
       const localCost = reportedCost(metadata.cost)
-      const costUSD = localCost.exact
-        ? localCost.value
-        : calculateCost(model, totalTokens, 0, 0, 0, 0)
-      if (totalTokens === 0 && costUSD === 0) return
+      // Match the pre-lift guard exactly: it skipped zero-token sessions whose
+      // COMPUTED cost was 0 — which included an exact recorded cost of 0.
+      if (totalTokens === 0 && (!localCost.exact || localCost.value === 0)) return
 
       const deduplicationKey = `codewhale:${metadata.id}`
       if (seenKeys.has(deduplicationKey)) return
@@ -420,7 +419,9 @@ function createParser(source: SessionSource, seenKeys: Set<string>): SessionPars
         cachedInputTokens: 0,
         reasoningTokens: 0,
         webSearchRequests,
-        costUSD,
+        ...(localCost.exact
+          ? { costUSD: localCost.value, costBasis: 'measured' as const }
+          : { costBasis: 'estimated' as const }),
         costIsEstimated: !localCost.exact,
         tools,
         bashCommands,
diff --git a/src/providers/hermes.ts b/src/providers/hermes.ts
index 309b29e..4ce303d 100644
--- a/src/providers/hermes.ts
+++ b/src/providers/hermes.ts
@@ -2,7 +2,7 @@ import { readdir, stat } from 'fs/promises'
 import { basename, dirname, join } from 'path'
 import { homedir } from 'os'
 
-import { calculateCost, getShortModelName } from '../models.js'
+import { getShortModelName } from '../models.js'
 import { isSqliteAvailable, getSqliteLoadError, openDatabase, isSqliteBusyError, type SqliteDatabase } from '../sqlite.js'
 import type { Provider, SessionSource, SessionParser, ParsedProviderCall } from './types.js'
 import type { ToolCall } from '../types.js'
@@ -390,23 +390,12 @@ function createParser(source: SessionSource, seenKeys: Set<string>, hermesHome:
         seenKeys.add(dedupKey)
 
         // Hermes bills reasoning tokens at the output rate (same as Gemini).
-        // The LiteLLM model table is used as a fallback when Hermes has not
-        // stored an actual or estimated cost for the session.
-        const calculatedCost = calculateCost(
-          model,
-          inputTokens,
-          outputTokens + reasoningTokens,
-          cacheWriteTokens,
-          cacheReadTokens,
-          0,
-        )
+        // When Hermes stored an actual or estimated cost, pass it as measured;
+        // otherwise the pricing pass will estimate from token buckets.
         const recordedCost =
           (row.actual_cost_usd ?? 0) > 0 ? row.actual_cost_usd!
           : (row.estimated_cost_usd ?? 0) > 0 ? row.estimated_cost_usd!
           : null
-        // When Hermes stored no cost (e.g. subscription-billed sessions), the
-        // figure is our LiteLLM-priced estimate from the session token totals.
-        const costUSD = recordedCost ?? calculatedCost
         const costIsEstimated = recordedCost === null
 
         result = {
@@ -419,7 +408,9 @@ function createParser(source: SessionSource, seenKeys: Set<string>, hermesHome:
           cachedInputTokens: cacheReadTokens,
           reasoningTokens,
           webSearchRequests: 0,
-          costUSD,
+          ...(recordedCost !== null
+            ? { costUSD: recordedCost, costBasis: 'measured' as const }
+            : { costBasis: 'estimated' as const }),
           costIsEstimated,
           tools,
           bashCommands,
diff --git a/src/providers/kiro.ts b/src/providers/kiro.ts
index 57c5137..75037d7 100644
--- a/src/providers/kiro.ts
+++ b/src/providers/kiro.ts
@@ -5,7 +5,6 @@ import { basename, dirname, extname, join } from 'path'
 import { homedir } from 'os'
 
 import { readSessionFile } from '../fs-utils.js'
-import { calculateCost } from '../models.js'
 import { estimateTokensFromChars } from '../token-estimate.js'
 import type { ToolCall } from '../types.js'
 import type { Provider, SessionSource, SessionParser, ParsedProviderCall } from './types.js'
@@ -227,7 +226,6 @@ function parseChatFile(data: KiroChatFile, sessionId: string, project: string, s
 
   const outputTokens = estimateTokensFromChars(totalOutputChars)
   const inputTokens = estimateTokensFromChars(pendingUserMessage.length)
-  const costUSD = calculateCost(modelId, inputTokens, outputTokens, 0, 0, 0)
   const tsDate = parseKiroTimestamp(metadata.startTime)
   if (!tsDate) return results
   const timestamp = tsDate.toISOString()
@@ -243,7 +241,7 @@ function parseChatFile(data: KiroChatFile, sessionId: string, project: string, s
     cachedInputTokens: 0,
     reasoningTokens: 0,
     webSearchRequests: 0,
-    costUSD,
+    costBasis: 'estimated',
     costIsEstimated: true,
     tools: [...new Set(allTools)],
     bashCommands: [],
@@ -377,9 +375,6 @@ function parseModernExecution(data: KiroModernExecution, sourcePath: string, see
   // Prefer real metered credits at the public overage rate; fall back to
   // token-estimated pricing when the execution has no usage data — same
   // contract as the CLI and v2 parsers.
-  const costUSD = executionCredits > 0
-    ? executionCredits * USD_PER_KIRO_CREDIT
-    : calculateCost(modelId, inputTokens, outputTokens, 0, 0, 0)
   seenKeys.add(dedupKey)
 
   results.push({
@@ -392,7 +387,9 @@ function parseModernExecution(data: KiroModernExecution, sourcePath: string, see
     cachedInputTokens: 0,
     reasoningTokens: 0,
     webSearchRequests: 0,
-    costUSD,
+    ...(executionCredits > 0
+      ? { costUSD: executionCredits * USD_PER_KIRO_CREDIT, costBasis: 'measured' as const }
+      : { costBasis: 'estimated' as const }),
     costIsEstimated: executionCredits === 0,
     tools: [...new Set(allTools)],
     bashCommands: [],
@@ -473,9 +470,6 @@ function parseCliSession(meta: KiroCliSessionMeta, entries: KiroCliEntry[], seen
     const turnCredits = turnMeta?.metering_usage
       ? turnMeta.metering_usage.reduce((sum, m) => sum + m.value, 0)
       : 0
-    const costUSD = turnCredits > 0
-      ? turnCredits * USD_PER_KIRO_CREDIT
-      : calculateCost(modelId, inputTokens, outputTokens, 0, 0, 0)
     seenKeys.add(dedupKey)
 
     results.push({
@@ -488,7 +482,9 @@ function parseCliSession(meta: KiroCliSessionMeta, entries: KiroCliEntry[], seen
       cachedInputTokens: 0,
       reasoningTokens: 0,
       webSearchRequests: 0,
-      costUSD,
+      ...(turnCredits > 0
+        ? { costUSD: turnCredits * USD_PER_KIRO_CREDIT, costBasis: 'measured' as const }
+        : { costBasis: 'estimated' as const }),
       costIsEstimated: turnCredits === 0,
       tools: [...new Set(allTools)],
       bashCommands: [],
@@ -633,7 +629,6 @@ async function parseWorkspaceSession(record: Record<string, unknown>, source: Se
 
   const inputTokens = estimateTokensFromChars(inputChars)
   const outputTokens = estimateTokensFromChars(outputChars)
-  const costUSD = calculateCost(modelId, inputTokens, outputTokens, 0, 0, 0)
 
   results.push({
     provider: 'kiro',
@@ -645,7 +640,7 @@ async function parseWorkspaceSession(record: Record<string, unknown>, source: Se
     cachedInputTokens: 0,
     reasoningTokens: 0,
     webSearchRequests: 0,
-    costUSD,
+    costBasis: 'estimated',
     costIsEstimated: true,
     tools: [...new Set(allTools)],
     bashCommands: [],
@@ -743,9 +738,6 @@ async function parseV2Session(source: SessionSource, seenKeys: Set<string>): Pro
         // no usage_summary (e.g. still in progress or null usage). Reasoning
         // text is billed as output, so combine it for pricing only (same as
         // the codex provider).
-        const costUSD = turnCredits > 0
-          ? turnCredits * USD_PER_KIRO_CREDIT
-          : calculateCost(modelId, inputTokens, outputTokens + reasoningTokens, 0, 0, 0)
         results.push({
           provider: 'kiro',
           model: modelId,
@@ -756,7 +748,9 @@ async function parseV2Session(source: SessionSource, seenKeys: Set<string>): Pro
           cachedInputTokens: 0,
           reasoningTokens,
           webSearchRequests: 0,
-          costUSD,
+          ...(turnCredits > 0
+            ? { costUSD: turnCredits * USD_PER_KIRO_CREDIT, costBasis: 'measured' as const }
+            : { costBasis: 'estimated' as const }),
           costIsEstimated: turnCredits === 0,
           tools: [...new Set(tools)],
           bashCommands: [],
diff --git a/tests/providers/codewhale.test.ts b/tests/providers/codewhale.test.ts
index bdf9fd3..eda5609 100644
--- a/tests/providers/codewhale.test.ts
+++ b/tests/providers/codewhale.test.ts
@@ -4,6 +4,7 @@ import { tmpdir } from 'os'
 import { join } from 'path'
 
 import { clearSessionCache, parseAllSessions } from '../../src/parser.js'
+import { priceProviderCall } from '../../src/pricing-pass.js'
 import { sessionCachePath } from '../../src/session-cache.js'
 import { MAX_SESSION_FILE_BYTES } from '../../src/fs-utils.js'
 import { codewhale, createCodeWhaleProvider } from '../../src/providers/codewhale.js'
@@ -64,7 +65,7 @@ async function parseOne(path: string, seenKeys = new Set<string>()): Promise<Par
   const source = { path, project: 'fixture', provider: 'codewhale' }
   const calls: ParsedProviderCall[] = []
   for await (const call of codewhale.createSessionParser(source, seenKeys).parse()) {
-    calls.push(call)
+    calls.push(priceProviderCall(call))
   }
   return calls
 }
diff --git a/tests/providers/hermes.test.ts b/tests/providers/hermes.test.ts
index e475bf0..9e52835 100644
--- a/tests/providers/hermes.test.ts
+++ b/tests/providers/hermes.test.ts
@@ -5,6 +5,7 @@ import { createRequire } from 'node:module'
 
 import { afterEach, beforeEach, describe, expect, it, vi } from 'vitest'
 import { calculateCost } from '../../src/models.js'
+import { priceProviderCall } from '../../src/pricing-pass.js'
 import { createHermesProvider } from '../../src/providers/hermes.js'
 import { isSqliteAvailable } from '../../src/sqlite.js'
 import type { ParsedProviderCall } from '../../src/providers/types.js'
@@ -190,7 +191,7 @@ async function collectCalls(hermesHome: string, sourcePath: string): Promise<Par
   const provider = createHermesProvider(hermesHome)
   const calls: ParsedProviderCall[] = []
   for await (const call of provider.createSessionParser({ path: sourcePath, project: 'hermes', provider: 'hermes' }, new Set()).parse()) {
-    calls.push(call)
+    calls.push(priceProviderCall(call))
   }
   return calls
 }
diff --git a/tests/providers/kiro.test.ts b/tests/providers/kiro.test.ts
index a12ae4b..808e359 100644
--- a/tests/providers/kiro.test.ts
+++ b/tests/providers/kiro.test.ts
@@ -3,6 +3,7 @@ import { mkdtemp, mkdir, writeFile, rm } from 'fs/promises'
 import { join } from 'path'
 import { tmpdir, homedir } from 'os'
 
+import { priceProviderCall } from '../../src/pricing-pass.js'
 import { kiro, createKiroProvider } from '../../src/providers/kiro.js'
 import type { ParsedProviderCall } from '../../src/providers/types.js'
 
@@ -99,7 +100,7 @@ describe('kiro provider - chat file parsing', () => {
 
     const source = { path: chatPath, project: 'myproject', provider: 'kiro' }
     const calls: ParsedProviderCall[] = []
-    for await (const call of kiro.createSessionParser(source, new Set()).parse()) calls.push(call)
+    for await (const call of kiro.createSessionParser(source, new Set()).parse()) calls.push(priceProviderCall(call))
 
     expect(calls).toHaveLength(1)
     const call = calls[0]!
@@ -123,7 +124,7 @@ describe('kiro provider - chat file parsing', () => {
 
     const source = { path: chatPath, project: 'test', provider: 'kiro' }
     const calls: ParsedProviderCall[] = []
-    for await (const call of kiro.createSessionParser(source, new Set()).parse()) calls.push(call)
+    for await (const call of kiro.createSessionParser(source, new Set()).parse()) calls.push(priceProviderCall(call))
 
     expect(calls).toHaveLength(1)
     expect(calls[0]!.model).toBe('kiro-auto')
@@ -158,7 +159,7 @@ describe('kiro provider - chat file parsing', () => {
 
     const source = { path: chatPath, project: 'test', provider: 'kiro' }
     const calls: ParsedProviderCall[] = []
-    for await (const call of kiro.createSessionParser(source, new Set()).parse()) calls.push(call)
+    for await (const call of kiro.createSessionParser(source, new Set()).parse()) calls.push(priceProviderCall(call))
 
     expect(calls).toHaveLength(0)
   })
@@ -174,10 +175,10 @@ describe('kiro provider - chat file parsing', () => {
     const seenKeys = new Set<string>()
 
     const calls1: ParsedProviderCall[] = []
-    for await (const call of kiro.createSessionParser(source, seenKeys).parse()) calls1.push(call)
+    for await (const call of kiro.createSessionParser(source, seenKeys).parse()) calls1.push(priceProviderCall(call))
 
     const calls2: ParsedProviderCall[] = []
-    for await (const call of kiro.createSessionParser(source, seenKeys).parse()) calls2.push(call)
+    for await (const call of kiro.createSessionParser(source, seenKeys).parse()) calls2.push(priceProviderCall(call))
 
     expect(calls1).toHaveLength(1)
     expect(calls2).toHaveLength(0)
@@ -186,7 +187,7 @@ describe('kiro provider - chat file parsing', () => {
   it('returns empty for missing file', async () => {
     const source = { path: '/nonexistent/test.chat', project: 'test', provider: 'kiro' }
     const calls: ParsedProviderCall[] = []
-    for await (const call of kiro.createSessionParser(source, new Set()).parse()) calls.push(call)
+    for await (const call of kiro.createSessionParser(source, new Set()).parse()) calls.push(priceProviderCall(call))
     expect(calls).toHaveLength(0)
   })
 
@@ -199,7 +200,7 @@ describe('kiro provider - chat file parsing', () => {
 
     const source = { path: chatPath, project: 'test', provider: 'kiro' }
     const calls: ParsedProviderCall[] = []
-    for await (const call of kiro.createSessionParser(source, new Set()).parse()) calls.push(call)
+    for await (const call of kiro.createSessionParser(source, new Set()).parse()) calls.push(priceProviderCall(call))
     expect(calls).toHaveLength(0)
   })
 
@@ -213,7 +214,7 @@ describe('kiro provider - chat file parsing', () => {
 
     const source = { path: chatPath, project: 'test', provider: 'kiro' }
     const calls: ParsedProviderCall[] = []
-    for await (const call of kiro.createSessionParser(source, new Set()).parse()) calls.push(call)
+    for await (const call of kiro.createSessionParser(source, new Set()).parse()) calls.push(priceProviderCall(call))
 
     expect(calls).toHaveLength(1)
     expect(calls[0]!.outputTokens).toBe(109)
@@ -231,7 +232,7 @@ describe('kiro provider - chat file parsing', () => {
 
     const source = { path: chatPath, project: 'test', provider: 'kiro' }
     const calls: ParsedProviderCall[] = []
-    for await (const call of kiro.createSessionParser(source, new Set()).parse()) calls.push(call)
+    for await (const call of kiro.createSessionParser(source, new Set()).parse()) calls.push(priceProviderCall(call))
 
     expect(calls).toHaveLength(1)
     expect(calls[0]!.model).toBe('claude-haiku-4-5')
@@ -250,7 +251,7 @@ describe('kiro provider - chat file parsing', () => {
 
     const source = { path: chatPath, project: 'test', provider: 'kiro' }
     const calls: ParsedProviderCall[] = []
-    for await (const call of kiro.createSessionParser(source, new Set()).parse()) calls.push(call)
+    for await (const call of kiro.createSessionParser(source, new Set()).parse()) calls.push(priceProviderCall(call))
 
     expect(calls).toHaveLength(1)
     expect(calls[0]!.sessionId).toBe('my-workflow-id')
@@ -272,7 +273,7 @@ describe('kiro provider - chat file parsing', () => {
 
     const source = { path: executionPath, project: 'test', provider: 'kiro' }
     const calls: ParsedProviderCall[] = []
-    for await (const call of kiro.createSessionParser(source, new Set()).parse()) calls.push(call)
+    for await (const call of kiro.createSessionParser(source, new Set()).parse()) calls.push(priceProviderCall(call))
 
     expect(calls).toHaveLength(1)
     const call = calls[0]!
@@ -303,7 +304,7 @@ describe('kiro provider - chat file parsing', () => {
 
     const source = { path: indexPath, project: 'test', provider: 'kiro' }
     const calls: ParsedProviderCall[] = []
-    for await (const call of kiro.createSessionParser(source, new Set()).parse()) calls.push(call)
+    for await (const call of kiro.createSessionParser(source, new Set()).parse()) calls.push(priceProviderCall(call))
 
     expect(calls).toHaveLength(0)
   })
@@ -325,7 +326,7 @@ describe('kiro provider - chat file parsing', () => {
 
     const source = { path: executionPath, project: 'test', provider: 'kiro' }
     const calls: ParsedProviderCall[] = []
-    for await (const call of kiro.createSessionParser(source, new Set()).parse()) calls.push(call)
+    for await (const call of kiro.createSessionParser(source, new Set()).parse()) calls.push(priceProviderCall(call))
 
     expect(calls).toHaveLength(1)
     expect(calls[0]!.model).toBe('kiro-auto')
@@ -345,7 +346,7 @@ describe('kiro provider - chat file parsing', () => {
 
     const source = { path: executionPath, project: 'test', provider: 'kiro' }
     const calls: ParsedProviderCall[] = []
-    for await (const call of kiro.createSessionParser(source, new Set()).parse()) calls.push(call)
+    for await (const call of kiro.createSessionParser(source, new Set()).parse()) calls.push(priceProviderCall(call))
 
     expect(calls).toHaveLength(1)
     expect(calls[0]!.timestamp).toBe('2026-04-27T23:36:40.000Z')
@@ -363,7 +364,7 @@ describe('kiro provider - chat file parsing', () => {
 
     const source = { path: executionPath, project: 'test', provider: 'kiro' }
     const calls: ParsedProviderCall[] = []
-    for await (const call of kiro.createSessionParser(source, new Set()).parse()) calls.push(call)
+    for await (const call of kiro.createSessionParser(source, new Set()).parse()) calls.push(priceProviderCall(call))
 
     expect(calls).toHaveLength(1)
     expect(calls[0]!.timestamp).toBe('2026-04-27T23:36:40.000Z')
@@ -421,7 +422,7 @@ describe('kiro provider - chat file parsing', () => {
 
     const source = { path: executionPath, project: 'test', provider: 'kiro' }
     const calls: ParsedProviderCall[] = []
-    for await (const call of kiro.createSessionParser(source, new Set()).parse()) calls.push(call)
+    for await (const call of kiro.createSessionParser(source, new Set()).parse()) calls.push(priceProviderCall(call))
 
     expect(calls).toHaveLength(1)
     expect(calls[0]!.userMessage).toBe(`request from ${key}`)
@@ -448,7 +449,7 @@ describe('kiro provider - chat file parsing', () => {
 
     const source = { path: executionPath, project: 'test', provider: 'kiro' }
     const calls: ParsedProviderCall[] = []
-    for await (const call of kiro.createSessionParser(source, new Set()).parse()) calls.push(call)
+    for await (const call of kiro.createSessionParser(source, new Set()).parse()) calls.push(priceProviderCall(call))
 
     expect(calls).toHaveLength(1)
     expect(calls[0]!.tools).toEqual(['Bash'])
@@ -474,7 +475,7 @@ describe('kiro provider - chat file parsing', () => {
 
     const source = { path: executionPath, project: 'test', provider: 'kiro' }
     const calls: ParsedProviderCall[] = []
-    for await (const call of kiro.createSessionParser(source, new Set()).parse()) calls.push(call)
+    for await (const call of kiro.createSessionParser(source, new Set()).parse()) calls.push(priceProviderCall(call))
 
     expect(calls).toHaveLength(1)
     expect(calls[0]!.tools).toEqual(['Edit'])
@@ -677,7 +678,7 @@ describe('kiro provider - CLI session discovery', () => {
 
     const source = { path: join(cliDir, `${sessionId}.jsonl`), project: 'test-project', provider: 'kiro' }
     const calls: ParsedProviderCall[] = []
-    for await (const call of kiro.createSessionParser(source, new Set()).parse()) calls.push(call)
+    for await (const call of kiro.createSessionParser(source, new Set()).parse()) calls.push(priceProviderCall(call))
 
     expect(calls).toHaveLength(1)
     const call = calls[0]!
@@ -719,7 +720,7 @@ describe('kiro provider - CLI session discovery', () => {
 
     const source = { path: join(cliDir, `${sessionId}.jsonl`), project: 'multi', provider: 'kiro' }
     const calls: ParsedProviderCall[] = []
-    for await (const call of kiro.createSessionParser(source, new Set()).parse()) calls.push(call)
+    for await (const call of kiro.createSessionParser(source, new Set()).parse()) calls.push(priceProviderCall(call))
 
     expect(calls).toHaveLength(2)
     expect(calls[0]!.userMessage).toBe('first question')
@@ -749,7 +750,7 @@ describe('kiro provider - CLI session discovery', () => {
 
     const source = { path: join(cliDir, `${sessionId}.jsonl`), project: 'test-project', provider: 'kiro' }
     const calls: ParsedProviderCall[] = []
-    for await (const call of kiro.createSessionParser(source, new Set()).parse()) calls.push(call)
+    for await (const call of kiro.createSessionParser(source, new Set()).parse()) calls.push(priceProviderCall(call))
 
     expect(calls).toHaveLength(1)
     // Token-priced at the session's real model, not $0 — same fallback
@@ -783,7 +784,7 @@ describe('kiro provider - CLI session discovery', () => {
 
     const source = { path: join(cliDir, `${sessionId}.jsonl`), project: 'test-project', provider: 'kiro' }
     const calls: ParsedProviderCall[] = []
-    for await (const call of kiro.createSessionParser(source, new Set()).parse()) calls.push(call)
+    for await (const call of kiro.createSessionParser(source, new Set()).parse()) calls.push(priceProviderCall(call))
 
     expect(calls).toHaveLength(1)
     expect(calls[0]!.costIsEstimated).toBe(true)
@@ -839,7 +840,7 @@ describe('kiro provider - context.messages with entries', () => {
     const calls: ParsedProviderCall[] = []
     for (const source of sessions) {
       for await (const call of provider.createSessionParser(source, new Set()).parse()) {
-        calls.push(call)
+        calls.push(priceProviderCall(call))
       }
     }
 
@@ -879,7 +880,7 @@ describe('kiro provider - context.messages with entries', () => {
     const calls: ParsedProviderCall[] = []
     for (const source of sessions) {
       for await (const call of provider.createSessionParser(source, new Set()).parse()) {
-        calls.push(call)
+        calls.push(priceProviderCall(call))
       }
     }
 
@@ -919,7 +920,7 @@ describe('kiro provider - context.messages with entries', () => {
     const calls: ParsedProviderCall[] = []
     for (const source of sessions) {
       for await (const call of provider.createSessionParser(source, new Set()).parse()) {
-        calls.push(call)
+        calls.push(priceProviderCall(call))
       }
     }
 
@@ -947,7 +948,7 @@ describe('kiro provider - context.messages with entries', () => {
     const calls: ParsedProviderCall[] = []
     for (const source of sessions) {
       for await (const call of provider.createSessionParser(source, new Set()).parse()) {
-        calls.push(call)
+        calls.push(priceProviderCall(call))
       }
     }
 
@@ -996,7 +997,7 @@ describe('kiro provider - workspace-sessions format', () => {
     const calls: ParsedProviderCall[] = []
     for (const source of wsSessions) {
       for await (const call of provider.createSessionParser(source, new Set()).parse()) {
-        calls.push(call)
+        calls.push(priceProviderCall(call))
       }
     }
 
@@ -1032,7 +1033,7 @@ describe('kiro provider - workspace-sessions format', () => {
     const calls: ParsedProviderCall[] = []
     for (const source of sessions) {
       for await (const call of provider.createSessionParser(source, new Set()).parse()) {
-        calls.push(call)
+        calls.push(priceProviderCall(call))
       }
     }
 
@@ -1139,7 +1140,7 @@ describe('kiro provider - v2 sess_ format', () => {
 
     const calls: ParsedProviderCall[] = []
     for (const source of v2) {
-      for await (const call of provider.createSessionParser(source, new Set()).parse()) calls.push(call)
+      for await (const call of provider.createSessionParser(source, new Set()).parse()) calls.push(priceProviderCall(call))
     }
 
     expect(calls).toHaveLength(2)
@@ -1173,7 +1174,7 @@ describe('kiro provider - v2 sess_ format', () => {
     const sources = await provider.discoverSessions()
     const calls: ParsedProviderCall[] = []
     for (const source of sources) {
-      for await (const call of provider.createSessionParser(source, new Set()).parse()) calls.push(call)
+      for await (const call of provider.createSessionParser(source, new Set()).parse()) calls.push(priceProviderCall(call))
     }
 
     expect(calls).toHaveLength(2)
@@ -1199,7 +1200,7 @@ describe('kiro provider - v2 sess_ format', () => {
     const sources = await provider.discoverSessions()
     const calls: ParsedProviderCall[] = []
     for (const source of sources) {
-      for await (const call of provider.createSessionParser(source, new Set()).parse()) calls.push(call)
+      for await (const call of provider.createSessionParser(source, new Set()).parse()) calls.push(priceProviderCall(call))
     }
 
     expect(calls).toHaveLength(2)
@@ -1218,7 +1219,7 @@ describe('kiro provider - v2 sess_ format', () => {
     const sources = await provider.discoverSessions()
     const calls: ParsedProviderCall[] = []
     for (const source of sources) {
-      for await (const call of provider.createSessionParser(source, new Set()).parse()) calls.push(call)
+      for await (const call of provider.createSessionParser(source, new Set()).parse()) calls.push(priceProviderCall(call))
     }
 
     expect(calls).toHaveLength(1)
@@ -1325,7 +1326,7 @@ describe('kiro provider - mixed-format coexistence (legacy + v1 + workspace-sess
     const seenKeys = new Set<string>()
     const calls: ParsedProviderCall[] = []
     for (const source of sources) {
-      for await (const call of provider.createSessionParser(source, seenKeys).parse()) calls.push(call)
+      for await (const call of provider.createSessionParser(source, seenKeys).parse()) calls.push(priceProviderCall(call))
     }
     return calls
   }