feat(region_pricing): 扩展非 token 统一计费字段，支持语音按字符/秒计费

- 新增 region_pricing.pricing_mode / price_unit / flat_price 字段
- 新增 migration 016_region_pricing_non_token_units.sql
- officialPricingRecord 新增 PricingMode/PriceUnit/FlatPrice 字段
- detectModality 新增 audio 模态检测（voice/audio/speech）
- providerMetadata 新增 BAAI/ByteDance/China Mobile 元数据
- import_mobile_cloud_pricing.go: 解析语音计费表（CosyVoice/SenseVoice）
  - CosyVoice: 2元/万字符 → pricingMode=flat, priceUnit=10k_characters
  - SenseVoice: 0.0007元/秒 → pricingMode=flat, priceUnit=second
- mobileCloudProviderName 新增 cosyvoice/sensevoice → Alibaba 映射
- cmd/server: modelResponse 新增 pricingMode/priceUnit/flatPrice，API 字段说明同步更新
- 新增 TestModelsHandlerReturnsFlatPricingFields 测试

cmd/server/main.go

@@ -22,6 +22,9 @@ type modelResponse struct {
 	ProviderCN     string  `json:"providerCN"`
 	Modality       string  `json:"modality"`
 	ContextLength  int     `json:"contextLength"`
+	PricingMode    string  `json:"pricingMode,omitempty"`
+	PriceUnit      string  `json:"priceUnit,omitempty"`
+	FlatPrice      float64 `json:"flatPrice,omitempty"`
 	InputPrice     float64 `json:"inputPrice"`
 	OutputPrice    float64 `json:"outputPrice"`
 	Currency       string  `json:"currency"`
@@ -171,6 +174,9 @@ func fetchModels(ctx context.Context, db *sql.DB) ([]modelResponse, error) {
 		WITH latest_prices AS (
 			SELECT
 				rp.model_id,
+				rp.pricing_mode,
+				rp.price_unit,
+				rp.flat_price,
 				rp.input_price_per_mtok,
 				rp.output_price_per_mtok,
 				rp.currency,
@@ -188,6 +194,9 @@ func fetchModels(ctx context.Context, db *sql.DB) ([]modelResponse, error) {
 			COALESCE(mp.name, split_part(m.external_id, '/', 1)),
 			COALESCE(m.modality, 'text'),
 			COALESCE(m.context_length, 0),
+			COALESCE(lp.pricing_mode, 'input_output'),
+			COALESCE(lp.price_unit, 'million_tokens'),
+			COALESCE(lp.flat_price, 0),
 			lp.input_price_per_mtok,
 			lp.output_price_per_mtok,
 			COALESCE(lp.currency, 'USD'),
@@ -207,6 +216,7 @@ func fetchModels(ctx context.Context, db *sql.DB) ([]modelResponse, error) {
 	var models []modelResponse
 	for rows.Next() {
 		var model modelResponse
+		var flatPrice sql.NullFloat64
 		var inputPrice sql.NullFloat64
 		var outputPrice sql.NullFloat64
 		if err := rows.Scan(
@@ -216,6 +226,9 @@ func fetchModels(ctx context.Context, db *sql.DB) ([]modelResponse, error) {
 			&model.Provider,
 			&model.Modality,
 			&model.ContextLength,
+			&model.PricingMode,
+			&model.PriceUnit,
+			&flatPrice,
 			&inputPrice,
 			&outputPrice,
 			&model.Currency,
@@ -232,6 +245,9 @@ func fetchModels(ctx context.Context, db *sql.DB) ([]modelResponse, error) {
 		if outputPrice.Valid {
 			model.OutputPrice = outputPrice.Float64
 		}
+		if flatPrice.Valid {
+			model.FlatPrice = flatPrice.Float64
+		}
 		model.Stale = model.DataConfidence == "stale"
 		models = append(models, model)
 	}

cmd/server/main_test.go

@@ -10,6 +10,55 @@ import (
 	"testing"
 )
 
+func TestModelsHandlerReturnsFlatPricingFields(t *testing.T) {
+	mux := newMux(
+		&sql.DB{},
+		func(context.Context, *sql.DB) ([]modelResponse, error) {
+			return []modelResponse{{
+				ID:             "mobile-cloud-huabei-huhehaote-cosyvoice",
+				Name:           "CosyVoice",
+				Provider:       "Alibaba",
+				ProviderCN:     "阿里云",
+				Modality:       "audio",
+				PricingMode:    "flat",
+				PriceUnit:      "10k_characters",
+				FlatPrice:      2,
+				Currency:       "CNY",
+				IsFree:         false,
+				DataConfidence: "official",
+			}}, nil
+		},
+		func(context.Context, *sql.DB) ([]subscriptionPlanResponse, error) {
+			return nil, nil
+		},
+		func(context.Context, *sql.DB) (*latestReportResponse, error) {
+			return nil, sql.ErrNoRows
+		},
+	)
+
+	req := httptest.NewRequest(http.MethodGet, "/api/v1/models", nil)
+	rec := httptest.NewRecorder()
+	mux.ServeHTTP(rec, req)
+
+	if rec.Code != http.StatusOK {
+		t.Fatalf("expected status 200, got %d", rec.Code)
+	}
+
+	var payload struct {
+		Data []modelResponse `json:"data"`
+	}
+	if err := json.Unmarshal(rec.Body.Bytes(), &payload); err != nil {
+		t.Fatalf("unmarshal response: %v", err)
+	}
+	if len(payload.Data) != 1 {
+		t.Fatalf("expected 1 model, got %d", len(payload.Data))
+	}
+	got := payload.Data[0]
+	if got.PricingMode != "flat" || got.PriceUnit != "10k_characters" || got.FlatPrice != 2 {
+		t.Fatalf("unexpected flat pricing payload: %+v", got)
+	}
+}
+
 func TestSubscriptionPlansHandlerReturnsEnvelope(t *testing.T) {
 	mux := newMux(
 		&sql.DB{},

db/migrations/016_region_pricing_non_token_units.sql

@@ -0,0 +1,31 @@
+-- Phase 2: region_pricing 扩展非 token 统一计费字段（字符/秒等）
+
+ALTER TABLE region_pricing
+    ADD COLUMN IF NOT EXISTS pricing_mode TEXT NOT NULL DEFAULT 'input_output',
+    ADD COLUMN IF NOT EXISTS price_unit TEXT NOT NULL DEFAULT 'million_tokens',
+    ADD COLUMN IF NOT EXISTS flat_price REAL;
+
+DO $$
+BEGIN
+    IF NOT EXISTS (
+        SELECT 1
+        FROM pg_constraint
+        WHERE conname = 'chk_region_pricing_pricing_mode'
+    ) THEN
+        ALTER TABLE region_pricing
+            ADD CONSTRAINT chk_region_pricing_pricing_mode
+            CHECK (pricing_mode IN ('input_output', 'flat'));
+    END IF;
+END
+$$;
+
+UPDATE region_pricing
+SET pricing_mode = 'input_output'
+WHERE coalesce(pricing_mode, '') = '';
+
+UPDATE region_pricing
+SET price_unit = 'million_tokens'
+WHERE coalesce(price_unit, '') = '';
+
+CREATE INDEX IF NOT EXISTS idx_region_pricing_pricing_mode ON region_pricing(pricing_mode);
+CREATE INDEX IF NOT EXISTS idx_region_pricing_price_unit ON region_pricing(price_unit);

scripts/import_mobile_cloud_pricing.go

@@ -0,0 +1,517 @@
+//go:build llm_script
+
+package main
+
+import (
+	"database/sql"
+	"encoding/json"
+	"flag"
+	"fmt"
+	"html"
+	"io"
+	"net/http"
+	"os"
+	"regexp"
+	"strings"
+	"time"
+)
+
+const (
+	defaultMobileCloudOutlineTreeURL    = "https://ecloud.10086.cn/op-help-center/request-api/service-api/outline/tree?outlineId=972"
+	defaultMobileCloudArticleInfoURL    = "https://ecloud.10086.cn/op-help-center/request-api/service-api/article/info/%d"
+	defaultMobileCloudArticleContentURL = "https://ecloud.10086.cn/op-help-center/request-api/service-api/article/content/%s"
+	defaultMobileCloudDocURLPattern     = "https://ecloud.10086.cn/op-help-center/doc/article/%d"
+	mobileCloudPricingArticleTitle      = "预置模型服务-token按量计费"
+)
+
+type mobileCloudPricingImportConfig struct {
+	OutlineTreeURL string
+	Fixture        string
+	DryRun         bool
+	Timeout        time.Duration
+}
+
+type mobileCloudOutlineEnvelope struct {
+	Code int                    `json:"code"`
+	Data mobileCloudOutlineNode `json:"data"`
+}
+
+type mobileCloudOutlineNode struct {
+	ArticleID               int                      `json:"articleId"`
+	ArticleTitle            string                   `json:"articleTitle"`
+	ArticleContentPublished string                   `json:"articleContentPublished"`
+	Children                []mobileCloudOutlineNode `json:"children"`
+}
+
+type mobileCloudArticleInfoEnvelope struct {
+	Code int                    `json:"code"`
+	Data mobileCloudArticleInfo `json:"data"`
+}
+
+type mobileCloudArticleInfo struct {
+	ID               int    `json:"id"`
+	Title            string `json:"title"`
+	ContentPublished string `json:"contentPublished"`
+}
+
+type mobileCloudArticlePayload struct {
+	ArticleID        int
+	Title            string
+	ContentPublished string
+	DocURL           string
+	ContentHTML      string
+}
+
+func main() {
+	loadSubscriptionImportEnv()
+
+	var outlineTreeURL string
+	var fixture string
+	var dryRun bool
+	var timeoutSeconds int
+
+	flag.StringVar(&outlineTreeURL, "outline-tree-url", defaultMobileCloudOutlineTreeURL, "移动云 MoMA 文档大纲树接口")
+	flag.StringVar(&fixture, "fixture", "", "移动云 MoMA 价格样例文件")
+	flag.BoolVar(&dryRun, "dry-run", false, "仅解析并打印摘要，不写入数据库")
+	flag.IntVar(&timeoutSeconds, "timeout", 20, "请求超时（秒）")
+	flag.Parse()
+
+	cfg := mobileCloudPricingImportConfig{OutlineTreeURL: outlineTreeURL, Fixture: fixture, DryRun: dryRun, Timeout: time.Duration(timeoutSeconds) * time.Second}
+
+	var db *sql.DB
+	var err error
+	if !cfg.DryRun {
+		db, err = subscriptionImportDB()
+		if err != nil {
+			fmt.Fprintf(os.Stderr, "open db: %v\n", err)
+			os.Exit(1)
+		}
+		defer db.Close()
+	}
+
+	if err := runMobileCloudPricingImport(cfg, db, os.Stdout); err != nil {
+		fmt.Fprintf(os.Stderr, "import_mobile_cloud_pricing: %v\n", err)
+		os.Exit(1)
+	}
+}
+
+func runMobileCloudPricingImport(cfg mobileCloudPricingImportConfig, db *sql.DB, out io.Writer) error {
+	client := &http.Client{Timeout: cfg.Timeout}
+	payload, err := fetchMobileCloudArticlePayload(cfg, client)
+	if err != nil {
+		return err
+	}
+	records, err := parseMobileCloudPricingHTML(payload.ContentHTML, payload.DocURL)
+	if err != nil {
+		return err
+	}
+	records = dedupeOfficialPricingRecords(records)
+	if cfg.DryRun {
+		_, err = fmt.Fprintf(out, "source=mobile-cloud-pricing-import models=%d operator=%s dry_run=true\n", len(records), records[0].OperatorName)
+		return err
+	}
+	if db == nil {
+		return fmt.Errorf("db is required when dry-run=false")
+	}
+	if err := upsertOfficialPricingRecords(db, records, "mobile-cloud-pricing-import"); err != nil {
+		return err
+	}
+	var tableRows int
+	if err := db.QueryRow(`SELECT COUNT(*) FROM region_pricing`).Scan(&tableRows); err != nil {
+		return fmt.Errorf("count region_pricing: %w", err)
+	}
+	_, err = fmt.Fprintf(out, "source=mobile-cloud-pricing-import models=%d operator=%s table_rows=%d dry_run=false\n", len(records), records[0].OperatorName, tableRows)
+	return err
+}
+
+func fetchMobileCloudArticlePayload(cfg mobileCloudPricingImportConfig, client *http.Client) (mobileCloudArticlePayload, error) {
+	if cfg.Fixture != "" {
+		data, err := os.ReadFile(cfg.Fixture)
+		if err != nil {
+			return mobileCloudArticlePayload{}, fmt.Errorf("read fixture %s: %w", cfg.Fixture, err)
+		}
+		return mobileCloudArticlePayload{
+			ArticleID:   91592,
+			Title:       mobileCloudPricingArticleTitle,
+			DocURL:      fmt.Sprintf(defaultMobileCloudDocURLPattern, 91592),
+			ContentHTML: string(data),
+		}, nil
+	}
+	if client == nil {
+		client = &http.Client{Timeout: 20 * time.Second}
+	}
+	outlineRaw, err := fetchRawPricingPage(cfg.OutlineTreeURL, "", client)
+	if err != nil {
+		return mobileCloudArticlePayload{}, err
+	}
+	articleID, contentPublished, err := resolveMobileCloudPricingArticle(outlineRaw)
+	if err != nil {
+		return mobileCloudArticlePayload{}, err
+	}
+	infoURL := fmt.Sprintf(defaultMobileCloudArticleInfoURL, articleID)
+	infoRaw, err := fetchRawPricingPage(infoURL, "", client)
+	if err != nil {
+		return mobileCloudArticlePayload{}, err
+	}
+	articleInfo, err := parseMobileCloudArticleInfo(infoRaw)
+	if err != nil {
+		return mobileCloudArticlePayload{}, err
+	}
+	if strings.TrimSpace(contentPublished) == "" {
+		contentPublished = articleInfo.ContentPublished
+	}
+	contentURL := fmt.Sprintf(defaultMobileCloudArticleContentURL, contentPublished)
+	contentHTML, err := fetchRawPricingPage(contentURL, "", client)
+	if err != nil {
+		return mobileCloudArticlePayload{}, err
+	}
+	return mobileCloudArticlePayload{
+		ArticleID:        articleInfo.ID,
+		Title:            articleInfo.Title,
+		ContentPublished: contentPublished,
+		DocURL:           fmt.Sprintf(defaultMobileCloudDocURLPattern, articleInfo.ID),
+		ContentHTML:      contentHTML,
+	}, nil
+}
+
+func resolveMobileCloudPricingArticle(raw string) (int, string, error) {
+	var envelope mobileCloudOutlineEnvelope
+	if err := json.Unmarshal([]byte(raw), &envelope); err != nil {
+		return 0, "", fmt.Errorf("parse mobile cloud outline tree: %w", err)
+	}
+	articleID, contentPublished, ok := findMobileCloudPricingArticle(envelope.Data)
+	if !ok {
+		return 0, "", fmt.Errorf("mobile cloud pricing article %q not found in outline tree", mobileCloudPricingArticleTitle)
+	}
+	return articleID, contentPublished, nil
+}
+
+func findMobileCloudPricingArticle(node mobileCloudOutlineNode) (int, string, bool) {
+	if strings.TrimSpace(node.ArticleTitle) == mobileCloudPricingArticleTitle && node.ArticleID > 0 {
+		return node.ArticleID, strings.TrimSpace(node.ArticleContentPublished), true
+	}
+	for _, child := range node.Children {
+		if articleID, contentPublished, ok := findMobileCloudPricingArticle(child); ok {
+			return articleID, contentPublished, true
+		}
+	}
+	return 0, "", false
+}
+
+func parseMobileCloudArticleInfo(raw string) (mobileCloudArticleInfo, error) {
+	var envelope mobileCloudArticleInfoEnvelope
+	if err := json.Unmarshal([]byte(raw), &envelope); err != nil {
+		return mobileCloudArticleInfo{}, fmt.Errorf("parse mobile cloud article info: %w", err)
+	}
+	if envelope.Data.ID == 0 {
+		return mobileCloudArticleInfo{}, fmt.Errorf("unexpected mobile cloud article info content")
+	}
+	return envelope.Data, nil
+}
+
+func parseMobileCloudPricingHTML(raw string, docURL string) ([]officialPricingRecord, error) {
+	sections := mobileCloudRegionSections(raw)
+	if len(sections) == 0 {
+		return nil, fmt.Errorf("no mobile cloud pricing regions found")
+	}
+	records := make([]officialPricingRecord, 0)
+	for _, section := range sections {
+		for _, table := range mobileCloudTableBlocks(section.Body) {
+			rows := mobileCloudTableRows(table)
+			if len(rows) < 2 {
+				continue
+			}
+			switch {
+			case isMobileCloudTokenPricingHeader(rows[0]):
+				records = append(records, buildMobileCloudRecordsFromTable(section.Region, rows[1:], docURL)...)
+			case isMobileCloudVoicePricingHeader(rows[0]):
+				records = append(records, buildMobileCloudVoiceRecordsFromTable(section.Region, rows[1:], docURL)...)
+			}
+		}
+	}
+	if len(records) == 0 {
+		return nil, fmt.Errorf("no mobile cloud token pricing rows found")
+	}
+	return records, nil
+}
+
+type mobileCloudRegionSection struct {
+	Region string
+	Body   string
+}
+
+func mobileCloudRegionSections(raw string) []mobileCloudRegionSection {
+	headingPattern := regexp.MustCompile(`(?is)<h2[^>]*>(.*?)</h2>`)
+	matches := headingPattern.FindAllStringSubmatchIndex(raw, -1)
+	sections := make([]mobileCloudRegionSection, 0, len(matches))
+	for i, match := range matches {
+		heading := cleanMobileCloudHTMLText(raw[match[2]:match[3]])
+		if !strings.Contains(heading, "支持订购模型") {
+			continue
+		}
+		start := match[1]
+		end := len(raw)
+		if i+1 < len(matches) {
+			end = matches[i+1][0]
+		}
+		region := strings.TrimSpace(strings.TrimSuffix(heading, "资源池支持订购模型"))
+		if region == heading {
+			region = strings.TrimSpace(strings.TrimSuffix(heading, "支持订购模型"))
+		}
+		sections = append(sections, mobileCloudRegionSection{Region: region, Body: raw[start:end]})
+	}
+	return sections
+}
+
+func mobileCloudTableBlocks(raw string) []string {
+	return regexp.MustCompile(`(?is)<table.*?</table>`).FindAllString(raw, -1)
+}
+
+func mobileCloudTableRows(raw string) [][]string {
+	rowMatches := regexp.MustCompile(`(?is)<tr[^>]*>(.*?)</tr>`).FindAllStringSubmatch(raw, -1)
+	rows := make([][]string, 0, len(rowMatches))
+	for _, rowMatch := range rowMatches {
+		cellMatches := regexp.MustCompile(`(?is)<t[dh][^>]*>(.*?)</t[dh]>`).FindAllStringSubmatch(rowMatch[1], -1)
+		cells := make([]string, 0, len(cellMatches))
+		for _, cellMatch := range cellMatches {
+			cells = append(cells, cleanMobileCloudHTMLText(cellMatch[1]))
+		}
+		if len(cells) > 0 {
+			rows = append(rows, cells)
+		}
+	}
+	return rows
+}
+
+func cleanMobileCloudHTMLText(raw string) string {
+	raw = strings.ReplaceAll(raw, "<br>", " ")
+	raw = strings.ReplaceAll(raw, "<br/>", " ")
+	raw = strings.ReplaceAll(raw, "<br />", " ")
+	raw = regexp.MustCompile(`(?is)<[^>]+>`).ReplaceAllString(raw, " ")
+	raw = html.UnescapeString(raw)
+	raw = regexp.MustCompile(`\s+`).ReplaceAllString(raw, " ")
+	return strings.TrimSpace(raw)
+}
+
+func isMobileCloudTokenPricingHeader(cells []string) bool {
+	if len(cells) < 4 {
+		return false
+	}
+	return cells[0] == "规格名称" && cells[1] == "输入/输出tokens" && cells[2] == "单价（元/百万tokens）" && cells[3] == "包含模型"
+}
+
+func isMobileCloudVoicePricingHeader(cells []string) bool {
+	if len(cells) < 5 {
+		return false
+	}
+	return cells[0] == "规格名称" && cells[1] == "模型类别" && cells[2] == "资费场景" && cells[3] == "单价" && cells[4] == "包含模型"
+}
+
+func buildMobileCloudRecordsFromTable(region string, rows [][]string, docURL string) []officialPricingRecord {
+	records := make([]officialPricingRecord, 0)
+	currentModels := make([]string, 0)
+	currentInputPrice := 0.0
+	for _, row := range rows {
+		switch {
+		case len(row) >= 4:
+			billingKind := strings.TrimSpace(row[1])
+			price := mustParseSubscriptionPrice(row[2])
+			currentModels = mobileCloudModelNames(row[3])
+			switch billingKind {
+			case "输入tokens":
+				currentInputPrice = price
+			case "tokens资费":
+				records = append(records, buildMobileCloudFlatTokenRecords(region, currentModels, price, docURL)...)
+				currentInputPrice = 0
+			default:
+				currentInputPrice = 0
+			}
+		case len(row) >= 2 && strings.TrimSpace(row[0]) == "输出tokens":
+			if currentInputPrice <= 0 || len(currentModels) == 0 {
+				continue
+			}
+			outputPrice := mustParseSubscriptionPrice(row[1])
+			records = append(records, buildMobileCloudInputOutputRecords(region, currentModels, currentInputPrice, outputPrice, docURL)...)
+			currentInputPrice = 0
+		}
+	}
+	return records
+}
+
+func buildMobileCloudInputOutputRecords(region string, modelNames []string, inputPrice float64, outputPrice float64, docURL string) []officialPricingRecord {
+	records := make([]officialPricingRecord, 0, len(modelNames))
+	for _, modelName := range modelNames {
+		providerName := mobileCloudProviderName(modelName)
+		providerNameCn, providerCountry, providerWebsite := providerMetadata(providerName)
+		records = append(records, officialPricingRecord{
+			ModelID:         normalizeExternalID("mobile-cloud", mobileCloudRegionCode(region), modelName),
+			ModelName:       modelName,
+			ProviderName:    providerName,
+			ProviderNameCn:  providerNameCn,
+			ProviderCountry: providerCountry,
+			ProviderWebsite: providerWebsite,
+			OperatorName:    "Mobile Cloud",
+			OperatorNameCn:  "移动云",
+			OperatorCountry: "CN",
+			OperatorWebsite: "https://ecloud.10086.cn/portal/product/MaaS",
+			OperatorType:    "official",
+			Region:          region,
+			Currency:        "CNY",
+			InputPrice:      inputPrice,
+			OutputPrice:     outputPrice,
+			SourceURL:       docURL,
+			ModelSourceURL:  docURL,
+			DateConfidence:  "unknown",
+			DateSourceKind:  "official_pricing",
+			Modality:        detectModality(modelName),
+		})
+	}
+	return records
+}
+
+func buildMobileCloudFlatTokenRecords(region string, modelNames []string, price float64, docURL string) []officialPricingRecord {
+	records := make([]officialPricingRecord, 0, len(modelNames))
+	for _, modelName := range modelNames {
+		providerName := mobileCloudProviderName(modelName)
+		providerNameCn, providerCountry, providerWebsite := providerMetadata(providerName)
+		records = append(records, officialPricingRecord{
+			ModelID:         normalizeExternalID("mobile-cloud", mobileCloudRegionCode(region), modelName),
+			ModelName:       modelName,
+			ProviderName:    providerName,
+			ProviderNameCn:  providerNameCn,
+			ProviderCountry: providerCountry,
+			ProviderWebsite: providerWebsite,
+			OperatorName:    "Mobile Cloud",
+			OperatorNameCn:  "移动云",
+			OperatorCountry: "CN",
+			OperatorWebsite: "https://ecloud.10086.cn/portal/product/MaaS",
+			OperatorType:    "official",
+			Region:          region,
+			Currency:        "CNY",
+			InputPrice:      price,
+			OutputPrice:     price,
+			SourceURL:       docURL,
+			ModelSourceURL:  docURL,
+			DateConfidence:  "unknown",
+			DateSourceKind:  "official_pricing",
+			Modality:        detectModality(modelName),
+		})
+	}
+	return records
+}
+
+func buildMobileCloudVoiceRecordsFromTable(region string, rows [][]string, docURL string) []officialPricingRecord {
+	records := make([]officialPricingRecord, 0, len(rows))
+	for _, row := range rows {
+		if len(row) < 5 {
+			continue
+		}
+		modelNames := mobileCloudModelNames(row[4])
+		if len(modelNames) == 0 {
+			modelNames = []string{strings.TrimSpace(row[0])}
+		}
+		flatPrice := mobileCloudInlinePrice(row[3])
+		priceUnit := mobileCloudVoicePriceUnit(row[2], row[3])
+		for _, modelName := range modelNames {
+			providerName := mobileCloudProviderName(modelName)
+			providerNameCn, providerCountry, providerWebsite := providerMetadata(providerName)
+			records = append(records, officialPricingRecord{
+				ModelID:         normalizeExternalID("mobile-cloud", mobileCloudRegionCode(region), modelName),
+				ModelName:       modelName,
+				ProviderName:    providerName,
+				ProviderNameCn:  providerNameCn,
+				ProviderCountry: providerCountry,
+				ProviderWebsite: providerWebsite,
+				OperatorName:    "Mobile Cloud",
+				OperatorNameCn:  "移动云",
+				OperatorCountry: "CN",
+				OperatorWebsite: "https://ecloud.10086.cn/portal/product/MaaS",
+				OperatorType:    "official",
+				Region:          region,
+				Currency:        "CNY",
+				PricingMode:     "flat",
+				PriceUnit:       priceUnit,
+				FlatPrice:       flatPrice,
+				SourceURL:       docURL,
+				ModelSourceURL:  docURL,
+				DateConfidence:  "unknown",
+				DateSourceKind:  "official_pricing",
+				Modality:        "audio",
+			})
+		}
+	}
+	return records
+}
+
+func mobileCloudVoicePriceUnit(scene string, price string) string {
+	text := strings.ToLower(strings.TrimSpace(scene + " " + price))
+	switch {
+	case strings.Contains(text, "万字符"), strings.Contains(text, "字符"):
+		return "10k_characters"
+	case strings.Contains(text, "元/秒"), strings.Contains(text, "秒"):
+		return "second"
+	default:
+		return "flat"
+	}
+}
+
+func mobileCloudInlinePrice(raw string) float64 {
+	matches := regexp.MustCompile(`([0-9]+(?:\.[0-9]+)?)`).FindStringSubmatch(raw)
+	if len(matches) != 2 {
+		return 0
+	}
+	return mustParseSubscriptionPrice(matches[1])
+}
+
+func mobileCloudModelNames(raw string) []string {
+	parts := strings.Fields(strings.TrimSpace(raw))
+	models := make([]string, 0, len(parts))
+	for _, part := range parts {
+		cleaned := strings.TrimSpace(strings.TrimSuffix(part, "、"))
+		if cleaned != "" {
+			models = append(models, cleaned)
+		}
+	}
+	return models
+}
+
+func mobileCloudProviderName(modelName string) string {
+	lower := strings.ToLower(strings.TrimSpace(modelName))
+	switch {
+	case strings.HasPrefix(lower, "minimax"):
+		return "MiniMax"
+	case strings.HasPrefix(lower, "deepseek"):
+		return "DeepSeek"
+	case strings.HasPrefix(lower, "qwen"), strings.HasPrefix(lower, "qwq"):
+		return "Qwen"
+	case strings.HasPrefix(lower, "bge"):
+		return "BAAI"
+	case strings.HasPrefix(lower, "cosyvoice"), strings.HasPrefix(lower, "sensevoice"):
+		return "Alibaba"
+	default:
+		return "China Mobile"
+	}
+}
+
+func mobileCloudRegionCode(region string) string {
+	switch strings.TrimSpace(region) {
+	case "华北-呼和浩特":
+		return "huabei-huhehaote"
+	case "东北-哈尔滨":
+		return "dongbei-haerbin"
+	case "华中-郑州":
+		return "huazhong-zhengzhou"
+	case "黑龙江-哈尔滨":
+		return "heilongjiang-haerbin"
+	case "华东-上海5":
+		return "huadong-shanghai5"
+	case "江西-南昌":
+		return "jiangxi-nanchang"
+	case "湖北-武汉":
+		return "hubei-wuhan"
+	case "华南-广州8":
+		return "huanan-guangzhou8"
+	default:
+		return normalizeExternalID(region)
+	}
+}

scripts/import_mobile_cloud_pricing_test.go

@@ -0,0 +1,89 @@
+//go:build llm_script
+
+package main
+
+import (
+	"bytes"
+	"os"
+	"path/filepath"
+	"strings"
+	"testing"
+)
+
+func TestResolveMobileCloudPricingArticle(t *testing.T) {
+	raw := `{"code":200,"data":{"children":[{"articleTitle":"其他文档","articleId":1,"articleContentPublished":"x"},{"children":[{"articleTitle":"预置模型服务-token按量计费","articleId":91592,"articleContentPublished":"64ec46cbfd7c535db501aff43df5a788"}]}]}}`
+	articleID, contentPublished, err := resolveMobileCloudPricingArticle(raw)
+	if err != nil {
+		t.Fatalf("resolveMobileCloudPricingArticle 返回错误: %v", err)
+	}
+	if articleID != 91592 || contentPublished != "64ec46cbfd7c535db501aff43df5a788" {
+		t.Fatalf("解析价格文章失败: articleID=%d contentPublished=%q", articleID, contentPublished)
+	}
+}
+
+func TestParseMobileCloudPricingHTMLBuildsRecords(t *testing.T) {
+	raw, err := os.ReadFile(filepath.Join("testdata", "mobile_cloud_pricing_sample.html"))
+	if err != nil {
+		t.Fatalf("读取 fixture 失败: %v", err)
+	}
+	records, err := parseMobileCloudPricingHTML(string(raw), "https://ecloud.10086.cn/op-help-center/doc/article/91592")
+	if err != nil {
+		t.Fatalf("parseMobileCloudPricingHTML 返回错误: %v", err)
+	}
+	if len(records) != 8 {
+		t.Fatalf("期望 8 条移动云价格记录，实际 %d", len(records))
+	}
+	recordMap := make(map[string]officialPricingRecord, len(records))
+	for _, record := range records {
+		recordMap[record.ModelID] = record
+	}
+	if recordMap["mobile-cloud-huabei-huhehaote-minimax-m2-5"].Region != "华北-呼和浩特" {
+		t.Fatalf("华北 MiniMax region 错误: %+v", recordMap["mobile-cloud-huabei-huhehaote-minimax-m2-5"])
+	}
+	if recordMap["mobile-cloud-huabei-huhehaote-deepseek-v3-0324"].InputPrice != 2 || recordMap["mobile-cloud-huabei-huhehaote-deepseek-v3-0324"].OutputPrice != 8 {
+		t.Fatalf("DeepSeek-V3-0324 价格错误: %+v", recordMap["mobile-cloud-huabei-huhehaote-deepseek-v3-0324"])
+	}
+	if recordMap["mobile-cloud-huabei-huhehaote-qwq-32b"].ProviderName != "Qwen" || recordMap["mobile-cloud-huabei-huhehaote-qwq-32b"].OutputPrice != 6 {
+		t.Fatalf("QwQ-32B provider/价格错误: %+v", recordMap["mobile-cloud-huabei-huhehaote-qwq-32b"])
+	}
+	if recordMap["mobile-cloud-huabei-huhehaote-bge-m3"].ProviderName != "BAAI" || recordMap["mobile-cloud-huabei-huhehaote-bge-m3"].InputPrice != 0.5 || recordMap["mobile-cloud-huabei-huhehaote-bge-m3"].OutputPrice != 0.5 {
+		t.Fatalf("bge-m3 平价 token 记录错误: %+v", recordMap["mobile-cloud-huabei-huhehaote-bge-m3"])
+	}
+	cosyVoice, ok := recordMap["mobile-cloud-huabei-huhehaote-cosyvoice"]
+	if !ok {
+		t.Fatalf("缺少 CosyVoice 语音计费记录")
+	}
+	if cosyVoice.ProviderName != "Alibaba" || cosyVoice.Modality != "audio" || cosyVoice.PricingMode != "flat" || cosyVoice.FlatPrice != 2 || cosyVoice.PriceUnit != "10k_characters" {
+		t.Fatalf("CosyVoice 语音计费记录错误: %+v", cosyVoice)
+	}
+	senseVoice, ok := recordMap["mobile-cloud-huabei-huhehaote-sensevoice"]
+	if !ok {
+		t.Fatalf("缺少 SenseVoice 语音计费记录")
+	}
+	if senseVoice.ProviderName != "Alibaba" || senseVoice.Modality != "audio" || senseVoice.PricingMode != "flat" || senseVoice.FlatPrice != 0.0007 || senseVoice.PriceUnit != "second" {
+		t.Fatalf("SenseVoice 语音计费记录错误: %+v", senseVoice)
+	}
+}
+
+func TestRunMobileCloudPricingImportDryRunPrintsSummary(t *testing.T) {
+	var out bytes.Buffer
+	err := runMobileCloudPricingImport(mobileCloudPricingImportConfig{
+		OutlineTreeURL: defaultMobileCloudOutlineTreeURL,
+		Fixture:        filepath.Join("testdata", "mobile_cloud_pricing_sample.html"),
+		DryRun:         true,
+	}, nil, &out)
+	if err != nil {
+		t.Fatalf("runMobileCloudPricingImport 返回错误: %v", err)
+	}
+	output := out.String()
+	for _, want := range []string{
+		"source=mobile-cloud-pricing-import",
+		"models=8",
+		"operator=Mobile Cloud",
+		"dry_run=true",
+	} {
+		if !strings.Contains(output, want) {
+			t.Fatalf("输出缺少 %q，实际: %q", want, output)
+		}
+	}
+}

scripts/official_pricing_import_common.go

@@ -34,6 +34,9 @@ type officialPricingRecord struct {
 	OperatorType    string
 	Region          string
 	Currency        string
+	PricingMode     string
+	PriceUnit       string
+	FlatPrice       float64
 	InputPrice      float64
 	OutputPrice     float64
 	ContextLength   int
@@ -81,16 +84,21 @@ func upsertOfficialPricingRecords(db *sql.DB, records []officialPricingRecord, b
 		_, err = db.Exec(
 			`INSERT INTO region_pricing (
 				model_id, operator_id, region, currency,
+				pricing_mode, price_unit, flat_price,
 				input_price_per_mtok, output_price_per_mtok,
 				is_free, effective_date, source_url, source_type,
 				free_quota, free_limitations, rate_limit
 			) VALUES (
 				$1, $2, $3, $4,
-				$5, $6, $7, CURRENT_DATE, $8, $9,
+				$5, $6, $7,
-				$10, $11, $12
+				$8, $9, $10, CURRENT_DATE, $11, $12,
+				$13, $14, $15
 			)
 			ON CONFLICT (model_id, operator_id, region, currency, effective_date)
 			DO UPDATE SET
+				pricing_mode = EXCLUDED.pricing_mode,
+				price_unit = EXCLUDED.price_unit,
+				flat_price = EXCLUDED.flat_price,
 				input_price_per_mtok = EXCLUDED.input_price_per_mtok,
 				output_price_per_mtok = EXCLUDED.output_price_per_mtok,
 				is_free = EXCLUDED.is_free,
@@ -101,6 +109,7 @@ func upsertOfficialPricingRecords(db *sql.DB, records []officialPricingRecord, b
 				rate_limit = EXCLUDED.rate_limit,
 				updated_at = CURRENT_TIMESTAMP`,
 			modelID, operatorID, record.Region, record.Currency,
+			fallbackPricingMode(record.PricingMode), fallbackPriceUnit(record.PriceUnit), nullIfZeroFloat(record.FlatPrice),
 			record.InputPrice, record.OutputPrice, record.IsFree, record.SourceURL, sourceType,
 			nullIfBlank(freeQuota), freeLimitations, rateLimit,
 		)
@@ -260,6 +269,29 @@ func fallbackModality(raw string) string {
 	return value
 }
 
+func fallbackPricingMode(raw string) string {
+	value := strings.TrimSpace(raw)
+	if value == "" {
+		return "input_output"
+	}
+	return value
+}
+
+func fallbackPriceUnit(raw string) string {
+	value := strings.TrimSpace(raw)
+	if value == "" {
+		return "million_tokens"
+	}
+	return value
+}
+
+func nullIfZeroFloat(value float64) any {
+	if value == 0 {
+		return nil
+	}
+	return value
+}
+
 func fetchRawPricingPage(url string, fixture string, client *http.Client) (string, error) {
 	return fetchRawPricingPageWithOptions(url, fixture, client, officialPricingFetchOptions{
 		AcceptLanguage: "zh-CN,zh;q=0.9,en;q=0.8",
@@ -399,6 +431,8 @@ func detectModality(modelName string) string {
 	switch {
 	case strings.Contains(lower, "coder"), strings.Contains(lower, "code"):
 		return "code"
+	case strings.Contains(lower, "voice"), strings.Contains(lower, "audio"), strings.Contains(lower, "speech"):
+		return "audio"
 	case strings.Contains(lower, "vision"), strings.Contains(lower, "vl"), strings.Contains(lower, "omni"), strings.Contains(lower, "multi"), strings.Contains(lower, "live"):
 		return "multimodal"
 	default:
@@ -414,8 +448,14 @@ func providerMetadata(providerName string) (string, string, string) {
 		return "亚马逊", "US", "https://aws.amazon.com"
 	case "Anthropic":
 		return "Anthropic", "US", "https://www.anthropic.com"
+	case "BAAI":
+		return "智源", "CN", "https://www.baai.ac.cn"
 	case "Baidu":
 		return "百度", "CN", "https://cloud.baidu.com"
+	case "ByteDance":
+		return "字节跳动", "CN", "https://www.volcengine.com"
+	case "China Mobile":
+		return "中国移动", "CN", "https://ecloud.10086.cn"
 	case "Cloudflare":
 		return "Cloudflare", "US", "https://www.cloudflare.com"
 	case "Cohere":

scripts/testdata/mobile_cloud_pricing_sample.html

@@ -0,0 +1,32 @@
+<div id="doc-content-details">
+  <div class="article-section">
+    <div data-cms-section-item data-field-type="heading"><h2>华北-呼和浩特资源池支持订购模型</h2></div>
+    <div data-cms-section-item data-field-type="richText">
+      <table>
+        <tr><th>规格名称</th><th>输入/输出tokens</th><th>单价（元/百万tokens）</th><th>包含模型</th></tr>
+        <tr><td>MiniMax-M2.5</td><td>输入tokens</td><td>2.1</td><td><p>MiniMax-M2.5</p></td></tr>
+        <tr><td>输出tokens</td><td>8.4</td></tr>
+        <tr><td>DeepSeek-V3</td><td>输入tokens</td><td>2</td><td><p>DeepSeek-V3</p><p>DeepSeek-V3-0324</p></td></tr>
+        <tr><td>输出tokens</td><td>8</td></tr>
+        <tr><td>QwQ-32B（深度思考）</td><td>输入tokens</td><td>2</td><td><p>QwQ-32B</p></td></tr>
+        <tr><td>输出tokens</td><td>6</td></tr>
+        <tr><td>bge-m3</td><td>tokens资费</td><td>0.5</td><td><p>bge-m3</p></td></tr>
+      </table>
+      <table>
+        <tr><th>规格名称</th><th>模型类别</th><th>资费场景</th><th>单价</th><th>包含模型</th></tr>
+        <tr><td>CosyVoice</td><td>语音生成</td><td>按照处理字符数收费</td><td>2元/万字符</td><td>CosyVoice</td></tr>
+        <tr><td>SenseVoice</td><td>语音识别</td><td>按照处理的语音时长秒数收费</td><td>0.0007 元/秒</td><td>SenseVoice</td></tr>
+      </table>
+    </div>
+  </div>
+  <div class="article-section">
+    <div data-cms-section-item data-field-type="heading"><h2>华南-广州8支持订购模型</h2></div>
+    <div data-cms-section-item data-field-type="richText">
+      <table>
+        <tr><th>规格名称</th><th>输入/输出tokens</th><th>单价（元/百万tokens）</th><th>包含模型</th></tr>
+        <tr><td>MiniMax-M2.5</td><td>输入tokens</td><td>2.1</td><td><p>MiniMax-M2.5</p></td></tr>
+        <tr><td>输出tokens</td><td>8.4</td></tr>
+      </table>
+    </div>
+  </div>
+</div>