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CarouselForge Developer commited on
Commit ·
cd65da7
1
Parent(s): a0efd08
feat: add insights recommender engine for template/variant suggestions
Browse files
src/lib/insights/recommender.test.ts
ADDED
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import { scoreRecommendation, recommendTemplateVariant } from './recommender';
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import type { GeneratedInsight } from '@/lib/analytics/insights';
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describe('Recommender Engine', () => {
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describe('scoreRecommendation', () => {
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it('should give high score to high-confidence template insights', () => {
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const insight: GeneratedInsight = {
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id: 'template-2026-04-07',
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observation: '"bold-statement" template performed best',
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confidence_level: 'high',
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applies_to: 'template',
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recommendation: 'Use bold-statement',
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created_at: new Date().toISOString(),
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};
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const score = scoreRecommendation(insight);
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expect(score).toBeGreaterThan(0.8);
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});
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it('should weight recent insights higher than old ones', () => {
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const recentInsight: GeneratedInsight = {
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id: 'template-2026-04-14',
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observation: '"split-screen" template worked well',
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confidence_level: 'high',
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applies_to: 'template',
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recommendation: 'Use split-screen',
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created_at: new Date().toISOString(),
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};
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const oldInsight: GeneratedInsight = {
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id: 'template-2026-03-14',
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observation: '"numbered-steps" template worked well',
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confidence_level: 'high',
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applies_to: 'template',
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recommendation: 'Use numbered-steps',
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created_at: new Date(Date.now() - 30 * 24 * 60 * 60 * 1000).toISOString(),
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};
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const recentScore = scoreRecommendation(recentInsight);
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const oldScore = scoreRecommendation(oldInsight);
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expect(recentScore).toBeGreaterThan(oldScore);
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});
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it('should give lower score to low-confidence insights', () => {
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const lowConfInsight: GeneratedInsight = {
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id: 'template-2026-04-14',
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observation: 'Some template might work',
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confidence_level: 'low',
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applies_to: 'template',
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recommendation: 'Maybe try this',
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created_at: new Date().toISOString(),
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};
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const score = scoreRecommendation(lowConfInsight);
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expect(score).toBeLessThan(0.5);
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});
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});
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describe('recommendTemplateVariant', () => {
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it('should return null when no insights provided', () => {
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const rec = recommendTemplateVariant([]);
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expect(rec).toBeNull();
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});
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it('should recommend template based on highest-scored insight', () => {
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const insights: GeneratedInsight[] = [
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{
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id: 'template-1',
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observation: '"bold-statement" performed best',
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confidence_level: 'high',
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applies_to: 'template',
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recommendation: 'Use bold-statement',
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created_at: new Date().toISOString(),
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},
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{
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id: 'variant-1',
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observation: '"alternate" variant got more engagement',
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confidence_level: 'high',
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applies_to: 'template',
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recommendation: 'Try alternate variant',
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created_at: new Date().toISOString(),
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},
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];
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const rec = recommendTemplateVariant(insights);
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expect(rec).not.toBeNull();
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expect(rec?.template).toBe('bold-statement');
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expect(rec?.confidence).toBe('high');
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});
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it('should filter out non-template insights', () => {
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const insights: GeneratedInsight[] = [
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{
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id: 'palette-1',
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observation: 'Blue palette got engagement',
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confidence_level: 'high',
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applies_to: 'palette',
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recommendation: 'Use blue',
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created_at: new Date().toISOString(),
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},
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{
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id: 'template-1',
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observation: '"quote-card" template worked',
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confidence_level: 'medium',
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applies_to: 'template',
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recommendation: 'Use quote-card',
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created_at: new Date().toISOString(),
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},
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];
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const rec = recommendTemplateVariant(insights);
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expect(rec?.template).toBe('quote-card');
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});
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});
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});
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src/lib/insights/recommender.ts
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@@ -0,0 +1,98 @@
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import type { GeneratedInsight } from '@/lib/analytics/insights';
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import type { Template } from '@/types/carousel';
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export interface TemplateRecommendation {
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template: Template;
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confidence: 'high' | 'medium' | 'low';
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reason: string;
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score: number;
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}
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/**
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* Score an insight based on confidence level, recency, and relevance.
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* Returns 0-1 score where 1 is highest recommendation.
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*/
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export function scoreRecommendation(insight: GeneratedInsight): number {
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// Base score from confidence level
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const confidenceScores: Record<string, number> = {
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high: 1.0,
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medium: 0.6,
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low: 0.3,
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};
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let score = confidenceScores[insight.confidence_level] || 0.3;
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// Adjust for recency (insights older than 2 weeks get lower score)
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const createdDate = new Date(insight.created_at).getTime();
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const now = Date.now();
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const ageInDays = (now - createdDate) / (1000 * 60 * 60 * 24);
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if (ageInDays > 14) {
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score *= Math.max(0.5, 1 - ageInDays / 60); // Decay over 60 days
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}
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return Math.min(1, Math.max(0, score));
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}
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/**
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* Extract template name from insight observation string.
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* Looks for template names in quotes within observation.
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*/
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function extractTemplateFromObservation(observation: string): Template | null {
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const templates: Template[] = ['bold-statement', 'split-screen', 'numbered-steps', 'quote-card', 'data-point'];
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for (const template of templates) {
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// Look for template name in quotes or as part of sentence
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const regex = new RegExp(`["']?${template}["']?`, 'i');
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if (regex.test(observation)) {
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return template;
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}
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}
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return null;
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}
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/**
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* Recommend a template/variant based on highest-scored insights.
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* Returns null if no valid recommendations found.
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*/
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export function recommendTemplateVariant(
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insights: GeneratedInsight[]
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): TemplateRecommendation | null {
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// Filter to template-related insights only
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const templateInsights = insights.filter(
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(i) => i.applies_to === 'template'
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);
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if (templateInsights.length === 0) {
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return null;
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}
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// Score and sort
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const scored = templateInsights
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.map((insight) => ({
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insight,
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score: scoreRecommendation(insight),
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template: extractTemplateFromObservation(insight.observation),
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}))
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.filter((item) => item.template !== null)
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.sort((a, b) => b.score - a.score);
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if (scored.length === 0) {
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return null;
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}
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const best = scored[0];
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return {
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template: best.template!,
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confidence: best.insight.confidence_level,
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reason: best.insight.recommendation,
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score: best.score,
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};
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}
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/**
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* Filter insights to only high/medium confidence ones suitable for display.
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*/
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export function filterHighConfidenceInsights(insights: GeneratedInsight[]): GeneratedInsight[] {
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return insights.filter((i) => i.confidence_level === 'high' || i.confidence_level === 'medium');
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}
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