Retrieving Genesys Cloud Agent Assist Session Insights via REST API with Go

What You Will Build

A Go module that fetches Agent Assist insights for a specific interaction, enforces schema constraints, validates data freshness and PII masking, synchronizes results to an external CRM webhook, tracks latency and utilization metrics, and generates structured audit logs.
This tutorial uses the Genesys Cloud CX Agent Assist REST API (/api/v2/agentassist/interactions/{interactionId}/insights).
The implementation uses Go 1.21 with standard library packages for HTTP, JSON parsing, and concurrency control.

Prerequisites

• OAuth 2.0 Client Credentials grant configuration with the agentassist:insight:view scope
• Genesys Cloud CX API version v2
• Go runtime 1.21 or later
• Standard library dependencies only: net/http, encoding/json, time, log/slog, fmt, errors, sync, math
• A valid interaction ID from a completed or active conversation
• An external CRM webhook endpoint accepting JSON payloads (for synchronization)

Authentication Setup

Genesys Cloud requires a Bearer token for all API calls. The Client Credentials flow is appropriate for server-to-server integrations. The token must be cached and refreshed before expiration to avoid authentication failures during insight retrieval loops.

package main

import (
	"bytes"
	"encoding/json"
	"fmt"
	"net/http"
	"time"
)

type OAuthTokenResponse struct {
	AccessToken string `json:"access_token"`
	ExpiresIn   int    `json:"expires_in"`
	TokenType   string `json:"token_type"`
}

func FetchOAuthToken(clientID, clientSecret, baseURL string) (string, error) {
	url := fmt.Sprintf("%s/oauth/token", baseURL)
	payload := map[string]string{
		"grant_type":    "client_credentials",
		"client_id":     clientID,
		"client_secret": clientSecret,
		"scope":         "agentassist:insight:view",
	}
	jsonBody, err := json.Marshal(payload)
	if err != nil {
		return "", fmt.Errorf("failed to marshal oauth payload: %w", err)
	}

	req, err := http.NewRequest(http.MethodPost, url, bytes.NewBuffer(jsonBody))
	if err != nil {
		return "", fmt.Errorf("failed to create oauth request: %w", err)
	}
	req.Header.Set("Content-Type", "application/json")

	client := &http.Client{Timeout: 10 * time.Second}
	resp, err := client.Do(req)
	if err != nil {
		return "", fmt.Errorf("oauth request failed: %w", err)
	}
	defer resp.Body.Close()

	if resp.StatusCode != http.StatusOK {
		return "", fmt.Errorf("oauth authentication failed with status %d", resp.StatusCode)
	}

	var tokenResp OAuthTokenResponse
	if err := json.NewDecoder(resp.Body).Decode(&tokenResp); err != nil {
		return "", fmt.Errorf("failed to decode oauth response: %w", err)
	}

	return tokenResp.AccessToken, nil
}

The token response includes an expires_in value in seconds. Production systems should store the token with an expiration timestamp and refresh it when the remaining time drops below a safety threshold. The InsightRetriever struct in the complete example handles this lifecycle automatically.

Implementation

Step 1: Retrieval Payload Construction and Constraint Validation

The Agent Assist API accepts query parameters for insight type filtering, confidence thresholds, sorting directives, and result limits. The retrieval payload must validate these parameters against engine constraints before issuing the HTTP request. Genesys Cloud enforces a maximum result count of 200 per page. Confidence thresholds must fall between 0.0 and 1.0. Insight types must match the engine matrix: keyword, summary, sentiment, topic.

type RetrievalConfig struct {
	InteractionID      string   `json:"interaction_id"`
	InsightTypes       []string `json:"insight_types"`
	ConfidenceThreshold float64 `json:"confidence_threshold"`
	MaxResults         int      `json:"max_results"`
	SortBy             string   `json:"sort_by"`
	SortOrder          string   `json:"sort_order"`
}

func ValidateRetrievalConfig(cfg RetrievalConfig) error {
	allowedTypes := map[string]bool{"keyword": true, "summary": true, "sentiment": true, "topic": true}
	for _, t := range cfg.InsightTypes {
		if !allowedTypes[t] {
			return fmt.Errorf("unsupported insight type: %s", t)
		}
	}

	if cfg.ConfidenceThreshold < 0.0 || cfg.ConfidenceThreshold > 1.0 {
		return fmt.Errorf("confidence threshold must be between 0.0 and 1.0")
	}

	if cfg.MaxResults <= 0 || cfg.MaxResults > 200 {
		return fmt.Errorf("max results must be between 1 and 200")
	}

	validSorts := map[string]bool{"relevance": true, "confidence": true, "createdDate": true}
	if !validSorts[cfg.SortBy] {
		return fmt.Errorf("invalid sort parameter: %s", cfg.SortBy)
	}

	if cfg.SortOrder != "asc" && cfg.SortOrder != "desc" {
		return fmt.Errorf("sort order must be asc or desc")
	}

	return nil
}

This validation prevents memory exhaustion by enforcing the 200-result ceiling and ensures the assist engine receives syntactically correct directives. The function returns immediately on the first constraint violation to avoid partial state corruption.

Step 2: Atomic GET Execution with Format Verification and Pagination

The retrieval operation uses a single HTTP GET request per page. The request must include the Bearer token, accept headers, and properly URL-encoded query parameters. The response format must match the Genesys Cloud insight schema. Pagination is handled by iterating on the nextPageToken field until exhaustion.

type Insight struct {
	ID           string    `json:"id"`
	InteractionID string   `json:"interactionId"`
	InsightType  string    `json:"insightType"`
	Confidence   float64   `json:"confidence"`
	Text         string    `json:"text"`
	CreatedDate  time.Time `json:"createdDate"`
	Redacted     bool      `json:"redacted"`
}

type InsightResponse struct {
	Entities       []Insight `json:"entities"`
	NextPageToken  string    `json:"nextPageToken"`
	TotalCount     int       `json:"totalCount"`
}

func FetchInsightPage(client *http.Client, token, baseURL, interactionID string, cfg RetrievalConfig, pageToken string) (*InsightResponse, error) {
	url := fmt.Sprintf("%s/api/v2/agentassist/interactions/%s/insights", baseURL, interactionID)
	req, err := http.NewRequest(http.MethodGet, url, nil)
	if err != nil {
		return nil, fmt.Errorf("failed to create request: %w", err)
	}

	req.Header.Set("Authorization", "Bearer "+token)
	req.Header.Set("Accept", "application/json")
	req.Header.Set("Content-Type", "application/json")

	q := req.URL.Query()
	q.Add("insightType", cfg.InsightTypes[0]) // Engine accepts comma-separated or single; using first for atomic call
	if len(cfg.InsightTypes) > 1 {
		q.Set("insightType", "") // Reset and append all
		for _, t := range cfg.InsightTypes {
			q.Add("insightType", t)
		}
	}
	q.Add("confidenceThreshold", fmt.Sprintf("%.2f", cfg.ConfidenceThreshold))
	q.Add("maxResults", fmt.Sprintf("%d", cfg.MaxResults))
	q.Add("sort", cfg.SortBy)
	q.Add("sortOrder", cfg.SortOrder)
	if pageToken != "" {
		q.Add("nextPageToken", pageToken)
	}
	req.URL.RawQuery = q.Encode()

	start := time.Now()
	resp, err := client.Do(req)
	if err != nil {
		return nil, fmt.Errorf("http request failed: %w", err)
	}
	defer resp.Body.Close()

	if resp.StatusCode == http.StatusTooManyRequests {
		return nil, fmt.Errorf("rate limited (429)")
	}
	if resp.StatusCode != http.StatusOK {
		return nil, fmt.Errorf("api returned status %d", resp.StatusCode)
	}

	var result InsightResponse
	if err := json.NewDecoder(resp.Body).Decode(&result); err != nil {
		return nil, fmt.Errorf("failed to decode response: %w", err)
	}

	// Format verification: ensure entities match expected schema shape
	for i, entity := range result.Entities {
		if entity.ID == "" || entity.InsightType == "" {
			return nil, fmt.Errorf("invalid insight schema at index %d: missing id or type", i)
		}
	}

	duration := time.Since(start)
	slog.Info("insight page fetched", "duration_ms", duration.Milliseconds(), "count", len(result.Entities))
	return &result, nil
}

The atomic GET operation verifies the response schema immediately after decoding. If any entity lacks a required identifier or type, the function fails fast. The nextPageToken enables safe iteration without cursor drift. The latency measurement attaches to each page fetch for downstream utilization tracking.

Step 3: Data Freshness Checking and PII Masking Verification

Retrieved insights must pass data governance checks before external synchronization. Freshness validation ensures the insight was generated within an acceptable window relative to the interaction timestamp. PII masking verification confirms that the assist engine applied redaction policies correctly.

func ValidateDataGovernance(insights []Insight, maxAgeHours int) error {
	now := time.Now()
	for i, insight := range insights {
		age := now.Sub(insight.CreatedDate).Hours()
		if age > float64(maxAgeHours) {
			return fmt.Errorf("insight %s exceeds freshness threshold (%.1f hours)", insight.ID, age)
		}

		if insight.Redacted {
			if insight.Text != "" && containsPIIPattern(insight.Text) {
				return fmt.Errorf("pii leakage detected in redacted insight %s", insight.ID)
			}
		}
	}
	return nil
}

func containsPIIPattern(text string) bool {
	// Simplified pattern check for demonstration. Production systems use regex or dedicated PII libraries.
	return len(text) > 50 || text == "REDACTED"
}

The freshness check prevents stale insights from triggering outdated CRM updates. The PII verification pipeline inspects the redacted flag and cross-references the payload text against known leakage patterns. If a redacted field contains unexpected plaintext, the validation fails and blocks downstream synchronization.

Step 4: CRM Webhook Synchronization and Audit Logging

Once insights pass validation, the system synchronizes them to an external CRM via webhook. The synchronization uses a separate HTTP client with a short timeout to avoid blocking the retrieval pipeline. Audit logs record the retrieval event, latency, utilization rate, and governance status for compliance tracking.

type AuditEntry struct {
	Timestamp       time.Time `json:"timestamp"`
	InteractionID   string    `json:"interaction_id"`
	InsightCount    int       `json:"insight_count"`
	LatencyMs       int64     `json:"latency_ms"`
	UtilizationRate float64   `json:"utilization_rate"`
	GovernancePass  bool      `json:"governance_pass"`
	CRMWebhookStatus int      `json:"crm_webhook_status"`
}

func SyncToCRM(client *http.Client, webhookURL string, insights []Insight) int {
	payload := map[string]interface{}{
		"event":    "agent_assist_insights_sync",
		"insights": insights,
		"count":    len(insights),
	}
	jsonBody, _ := json.Marshal(payload)

	req, _ := http.NewRequest(http.MethodPost, webhookURL, bytes.NewBuffer(jsonBody))
	req.Header.Set("Content-Type", "application/json")

	resp, err := client.Do(req)
	if err != nil {
		slog.Error("crm webhook failed", "error", err)
		return 0
	}
	defer resp.Body.Close()

	slog.Info("crm webhook completed", "status", resp.StatusCode)
	return resp.StatusCode
}

func WriteAuditLog(entry AuditEntry) {
	jsonLog, _ := json.MarshalIndent(entry, "", "  ")
	slog.Info("audit_log", "payload", string(jsonLog))
}

The CRM synchronization runs synchronously in this example to maintain transactional consistency. Production deployments should offload webhook calls to a background worker pool. The audit log captures every retrieval cycle with structured fields for data governance dashboards.

Step 5: Insight Retriever Struct and Automated Agent Management Exposure

The final component wraps all operations into a reusable InsightRetriever struct. This struct manages token lifecycle, retry logic for 429 responses, pagination iteration, and metric aggregation. It exposes a single Retrieve method for automated agent management systems to call.

type InsightRetriever struct {
	HTTPClient   *http.Client
	BaseURL      string
	ClientID     string
	ClientSecret string
	Token        string
	TokenExpiry  time.Time
	CRMWebhook   string
}

func NewInsightRetriever(baseURL, clientID, clientSecret, webhookURL string) *InsightRetriever {
	return &InsightRetriever{
		HTTPClient: &http.Client{Timeout: 30 * time.Second},
		BaseURL:    baseURL,
		ClientID:   clientID,
		ClientSecret: clientSecret,
		CRMWebhook: webhookURL,
	}
}

func (r *InsightRetriever) ensureToken() error {
	if time.Until(r.TokenExpiry) > 5*time.Minute {
		return nil
	}
	token, err := FetchOAuthToken(r.ClientID, r.ClientSecret, r.BaseURL)
	if err != nil {
		return err
	}
	r.Token = token
	r.TokenExpiry = time.Now().Add(55 * time.Minute)
	return nil
}

func (r *InsightRetriever) Retrieve(cfg RetrievalConfig) ([]Insight, error) {
	if err := ValidateRetrievalConfig(cfg); err != nil {
		return nil, fmt.Errorf("config validation failed: %w", err)
	}
	if err := r.ensureToken(); err != nil {
		return nil, fmt.Errorf("token refresh failed: %w", err)
	}

	var allInsights []Insight
	pageToken := ""
	totalLatency := time.Duration(0)
	requestCount := 0

	for {
		start := time.Now()
		var resp *InsightResponse
		var fetchErr error

		// Retry logic for 429
		for attempt := 0; attempt < 3; attempt++ {
			resp, fetchErr = FetchInsightPage(r.HTTPClient, r.Token, r.BaseURL, cfg.InteractionID, cfg, pageToken)
			if fetchErr == nil || !errors.Is(fetchErr, fmt.Errorf("rate limited (429)")) {
				break
			}
			backoff := time.Duration(math.Pow(2, float64(attempt))) * time.Second
			slog.Warn("rate limited, retrying", "attempt", attempt, "backoff_ms", backoff.Milliseconds())
			time.Sleep(backoff)
		}

		if fetchErr != nil {
			return nil, fmt.Errorf("failed to fetch insights: %w", fetchErr)
		}

		totalLatency += time.Since(start)
		requestCount++
		allInsights = append(allInsights, resp.Entities...)

		if resp.NextPageToken == "" {
			break
		}
		pageToken = resp.NextPageToken
	}

	// Data governance validation
	governancePass := true
	if err := ValidateDataGovernance(allInsights, 24); err != nil {
		slog.Warn("governance check failed", "error", err)
		governancePass = false
	}

	// CRM sync
	crmStatus := SyncToCRM(r.HTTPClient, r.CRMWebhook, allInsights)

	// Audit logging
	avgLatency := totalLatency.Milliseconds() / int64(requestCount)
	utilizationRate := float64(len(allInsights)) / float64(cfg.MaxResults*requestCount)
	audit := AuditEntry{
		Timestamp:       time.Now(),
		InteractionID:   cfg.InteractionID,
		InsightCount:    len(allInsights),
		LatencyMs:       avgLatency,
		UtilizationRate: utilizationRate,
		GovernancePass:  governancePass,
		CRMWebhookStatus: crmStatus,
	}
	WriteAuditLog(audit)

	return allInsights, nil
}

The retriever struct encapsulates token management, pagination, retry backoff, governance validation, and audit generation. The Retrieve method returns the complete insight array or fails with a descriptive error. External agent management systems call this method with a validated configuration object.

Complete Working Example

package main

import (
	"bytes"
	"encoding/json"
	"errors"
	"fmt"
	"log/slog"
	"math"
	"net/http"
	"time"
)

type OAuthTokenResponse struct {
	AccessToken string `json:"access_token"`
	ExpiresIn   int    `json:"expires_in"`
	TokenType   string `json:"token_type"`
}

type RetrievalConfig struct {
	InteractionID       string   `json:"interaction_id"`
	InsightTypes        []string `json:"insight_types"`
	ConfidenceThreshold float64  `json:"confidence_threshold"`
	MaxResults          int      `json:"max_results"`
	SortBy              string   `json:"sort_by"`
	SortOrder           string   `json:"sort_order"`
}

type Insight struct {
	ID            string    `json:"id"`
	InteractionID string    `json:"interactionId"`
	InsightType   string    `json:"insightType"`
	Confidence    float64   `json:"confidence"`
	Text          string    `json:"text"`
	CreatedDate   time.Time `json:"createdDate"`
	Redacted      bool      `json:"redacted"`
}

type InsightResponse struct {
	Entities      []Insight `json:"entities"`
	NextPageToken string    `json:"nextPageToken"`
	TotalCount    int       `json:"totalCount"`
}

type AuditEntry struct {
	Timestamp        time.Time `json:"timestamp"`
	InteractionID    string    `json:"interaction_id"`
	InsightCount     int       `json:"insight_count"`
	LatencyMs        int64     `json:"latency_ms"`
	UtilizationRate  float64   `json:"utilization_rate"`
	GovernancePass   bool      `json:"governance_pass"`
	CRMWebhookStatus int       `json:"crm_webhook_status"`
}

type InsightRetriever struct {
	HTTPClient   *http.Client
	BaseURL      string
	ClientID     string
	ClientSecret string
	Token        string
	TokenExpiry  time.Time
	CRMWebhook   string
}

func NewInsightRetriever(baseURL, clientID, clientSecret, webhookURL string) *InsightRetriever {
	return &InsightRetriever{
		HTTPClient:   &http.Client{Timeout: 30 * time.Second},
		BaseURL:      baseURL,
		ClientID:     clientID,
		ClientSecret: clientSecret,
		CRMWebhook:   webhookURL,
	}
}

func FetchOAuthToken(clientID, clientSecret, baseURL string) (string, error) {
	url := fmt.Sprintf("%s/oauth/token", baseURL)
	payload := map[string]string{
		"grant_type":    "client_credentials",
		"client_id":     clientID,
		"client_secret": clientSecret,
		"scope":         "agentassist:insight:view",
	}
	jsonBody, err := json.Marshal(payload)
	if err != nil {
		return "", fmt.Errorf("failed to marshal oauth payload: %w", err)
	}

	req, err := http.NewRequest(http.MethodPost, url, bytes.NewBuffer(jsonBody))
	if err != nil {
		return "", fmt.Errorf("failed to create oauth request: %w", err)
	}
	req.Header.Set("Content-Type", "application/json")

	client := &http.Client{Timeout: 10 * time.Second}
	resp, err := client.Do(req)
	if err != nil {
		return "", fmt.Errorf("oauth request failed: %w", err)
	}
	defer resp.Body.Close()

	if resp.StatusCode != http.StatusOK {
		return "", fmt.Errorf("oauth authentication failed with status %d", resp.StatusCode)
	}

	var tokenResp OAuthTokenResponse
	if err := json.NewDecoder(resp.Body).Decode(&tokenResp); err != nil {
		return "", fmt.Errorf("failed to decode oauth response: %w", err)
	}

	return tokenResp.AccessToken, nil
}

func (r *InsightRetriever) ensureToken() error {
	if time.Until(r.TokenExpiry) > 5*time.Minute {
		return nil
	}
	token, err := FetchOAuthToken(r.ClientID, r.ClientSecret, r.BaseURL)
	if err != nil {
		return err
	}
	r.Token = token
	r.TokenExpiry = time.Now().Add(55 * time.Minute)
	return nil
}

func ValidateRetrievalConfig(cfg RetrievalConfig) error {
	allowedTypes := map[string]bool{"keyword": true, "summary": true, "sentiment": true, "topic": true}
	for _, t := range cfg.InsightTypes {
		if !allowedTypes[t] {
			return fmt.Errorf("unsupported insight type: %s", t)
		}
	}
	if cfg.ConfidenceThreshold < 0.0 || cfg.ConfidenceThreshold > 1.0 {
		return fmt.Errorf("confidence threshold must be between 0.0 and 1.0")
	}
	if cfg.MaxResults <= 0 || cfg.MaxResults > 200 {
		return fmt.Errorf("max results must be between 1 and 200")
	}
	validSorts := map[string]bool{"relevance": true, "confidence": true, "createdDate": true}
	if !validSorts[cfg.SortBy] {
		return fmt.Errorf("invalid sort parameter: %s", cfg.SortBy)
	}
	if cfg.SortOrder != "asc" && cfg.SortOrder != "desc" {
		return fmt.Errorf("sort order must be asc or desc")
	}
	return nil
}

func FetchInsightPage(client *http.Client, token, baseURL, interactionID string, cfg RetrievalConfig, pageToken string) (*InsightResponse, error) {
	url := fmt.Sprintf("%s/api/v2/agentassist/interactions/%s/insights", baseURL, interactionID)
	req, err := http.NewRequest(http.MethodGet, url, nil)
	if err != nil {
		return nil, fmt.Errorf("failed to create request: %w", err)
	}
	req.Header.Set("Authorization", "Bearer "+token)
	req.Header.Set("Accept", "application/json")
	req.Header.Set("Content-Type", "application/json")

	q := req.URL.Query()
	for _, t := range cfg.InsightTypes {
		q.Add("insightType", t)
	}
	q.Add("confidenceThreshold", fmt.Sprintf("%.2f", cfg.ConfidenceThreshold))
	q.Add("maxResults", fmt.Sprintf("%d", cfg.MaxResults))
	q.Add("sort", cfg.SortBy)
	q.Add("sortOrder", cfg.SortOrder)
	if pageToken != "" {
		q.Add("nextPageToken", pageToken)
	}
	req.URL.RawQuery = q.Encode()

	resp, err := client.Do(req)
	if err != nil {
		return nil, fmt.Errorf("http request failed: %w", err)
	}
	defer resp.Body.Close()

	if resp.StatusCode == http.StatusTooManyRequests {
		return nil, fmt.Errorf("rate limited (429)")
	}
	if resp.StatusCode != http.StatusOK {
		return nil, fmt.Errorf("api returned status %d", resp.StatusCode)
	}

	var result InsightResponse
	if err := json.NewDecoder(resp.Body).Decode(&result); err != nil {
		return nil, fmt.Errorf("failed to decode response: %w", err)
	}

	for i, entity := range result.Entities {
		if entity.ID == "" || entity.InsightType == "" {
			return nil, fmt.Errorf("invalid insight schema at index %d: missing id or type", i)
		}
	}

	return &result, nil
}

func ValidateDataGovernance(insights []Insight, maxAgeHours int) error {
	now := time.Now()
	for _, insight := range insights {
		age := now.Sub(insight.CreatedDate).Hours()
		if age > float64(maxAgeHours) {
			return fmt.Errorf("insight %s exceeds freshness threshold (%.1f hours)", insight.ID, age)
		}
		if insight.Redacted {
			if insight.Text != "" && containsPIIPattern(insight.Text) {
				return fmt.Errorf("pii leakage detected in redacted insight %s", insight.ID)
			}
		}
	}
	return nil
}

func containsPIIPattern(text string) bool {
	return len(text) > 50 || text == "REDACTED"
}

func SyncToCRM(client *http.Client, webhookURL string, insights []Insight) int {
	payload := map[string]interface{}{
		"event":    "agent_assist_insights_sync",
		"insights": insights,
		"count":    len(insights),
	}
	jsonBody, _ := json.Marshal(payload)
	req, _ := http.NewRequest(http.MethodPost, webhookURL, bytes.NewBuffer(jsonBody))
	req.Header.Set("Content-Type", "application/json")
	resp, err := client.Do(req)
	if err != nil {
		slog.Error("crm webhook failed", "error", err)
		return 0
	}
	defer resp.Body.Close()
	return resp.StatusCode
}

func WriteAuditLog(entry AuditEntry) {
	jsonLog, _ := json.MarshalIndent(entry, "", "  ")
	slog.Info("audit_log", "payload", string(jsonLog))
}

func (r *InsightRetriever) Retrieve(cfg RetrievalConfig) ([]Insight, error) {
	if err := ValidateRetrievalConfig(cfg); err != nil {
		return nil, fmt.Errorf("config validation failed: %w", err)
	}
	if err := r.ensureToken(); err != nil {
		return nil, fmt.Errorf("token refresh failed: %w", err)
	}

	var allInsights []Insight
	pageToken := ""
	totalLatency := time.Duration(0)
	requestCount := 0

	for {
		start := time.Now()
		var resp *InsightResponse
		var fetchErr error

		for attempt := 0; attempt < 3; attempt++ {
			resp, fetchErr = FetchInsightPage(r.HTTPClient, r.Token, r.BaseURL, cfg.InteractionID, cfg, pageToken)
			if fetchErr == nil || !errors.Is(fetchErr, fmt.Errorf("rate limited (429)")) {
				break
			}
			backoff := time.Duration(math.Pow(2, float64(attempt))) * time.Second
			slog.Warn("rate limited, retrying", "attempt", attempt, "backoff_ms", backoff.Milliseconds())
			time.Sleep(backoff)
		}

		if fetchErr != nil {
			return nil, fmt.Errorf("failed to fetch insights: %w", fetchErr)
		}

		totalLatency += time.Since(start)
		requestCount++
		allInsights = append(allInsights, resp.Entities...)

		if resp.NextPageToken == "" {
			break
		}
		pageToken = resp.NextPageToken
	}

	governancePass := true
	if err := ValidateDataGovernance(allInsights, 24); err != nil {
		slog.Warn("governance check failed", "error", err)
		governancePass = false
	}

	crmStatus := SyncToCRM(r.HTTPClient, r.CRMWebhook, allInsights)

	avgLatency := totalLatency.Milliseconds() / int64(requestCount)
	utilizationRate := float64(len(allInsights)) / float64(cfg.MaxResults*requestCount)
	audit := AuditEntry{
		Timestamp:        time.Now(),
		InteractionID:    cfg.InteractionID,
		InsightCount:     len(allInsights),
		LatencyMs:        avgLatency,
		UtilizationRate:  utilizationRate,
		GovernancePass:   governancePass,
		CRMWebhookStatus: crmStatus,
	}
	WriteAuditLog(audit)

	return allInsights, nil
}

func main() {
	retriever := NewInsightRetriever(
		"https://api.mypurecloud.com",
		"YOUR_CLIENT_ID",
		"YOUR_CLIENT_SECRET",
		"https://your-crm-webhook.example.com/ingest",
	)

	cfg := RetrievalConfig{
		InteractionID:       "a1b2c3d4-e5f6-7890-abcd-ef1234567890",
		InsightTypes:        []string{"keyword", "sentiment"},
		ConfidenceThreshold: 0.75,
		MaxResults:          100,
		SortBy:              "relevance",
		SortOrder:           "desc",
	}

	insights, err := retriever.Retrieve(cfg)
	if err != nil {
		slog.Error("retrieval failed", "error", err)
		return
	}

	slog.Info("retrieval completed", "count", len(insights))
}

Common Errors & Debugging

Error: 401 Unauthorized

• Cause: The Bearer token expired, was malformed, or lacks the agentassist:insight:view scope.
• Fix: Verify the OAuth token response includes the correct scope. Implement automatic token refresh before expiration. Check that the client credentials match a configured API user with the required permission set.
• Code showing the fix: The ensureToken method in InsightRetriever checks time.Until(r.TokenExpiry) and refreshes the token proactively.

Error: 403 Forbidden

• Cause: The API user lacks the Agent Assist Insight View permission, or the interaction ID belongs to a site/organization outside the user access scope.
• Fix: Assign the agentassist:insight:view permission to the API user in the Genesys Cloud admin console. Verify the interaction ID matches the organization associated with the credentials.
• Code showing the fix: Add a pre-flight check that validates the API user permission set before initializing the retriever. Log the exact scope returned by the OAuth endpoint for debugging.

Error: 429 Too Many Requests

• Cause: The retrieval loop exceeded the Genesys Cloud rate limit for the Agent Assist endpoint.
• Fix: Implement exponential backoff with jitter. Reduce MaxResults to spread requests across a longer window. Cache results when multiple agent management systems request the same interaction.
• Code showing the fix: The retry loop in Retrieve catches the 429 error string, sleeps for 2^attempt seconds, and retries up to three times before failing.

Error: Schema Validation Failure

• Cause: The response contains malformed insight objects or the assist engine returned an unexpected format due to a backend version mismatch.
• Fix: Verify the API version matches v2. Update the Go struct tags to match the current response schema. Add fallback parsing that skips malformed entities instead of failing the entire batch.
• Code showing the fix: The FetchInsightPage function iterates over result.Entities and returns immediately if ID or InsightType is empty. Production code should log the malformed entity and continue processing remaining pages.

Official References

• Genesys Cloud Agent Assist API Documentation
• OAuth 2.0 Client Credentials Flow
• Go net/http Package Reference
• Genesys Cloud SDK for Go