Badge Peer Review Agent Trust Score Pipeline

Badge deploys an AI agent that scans a user's contact book, identifies past coworkers through cross-referencing, and autonomously requests anonymous work reviews from them. Each review is verified through work-email authentication. The agent asks role-specific questions and interpersonal skill questions. Responses are aggregated into a Trust Score that represents communication, collaboration, and delivery quality. The score is portable across companies and embeddable as a QR code on resumes.

BUSINESS PROBLEM

According to a Resume Builder survey (2025), 78% of recruiters have caught candidates using AI to generate resumes, and 46% say AI has made resume screening unreliable. A recruiter at a 200-person company spends 9 hours per week on reference checks and resume screening. At $55/hour fully loaded, that is $495/week in screening overhead. LinkedIn recommendations are performative favors, not honest signals. Traditional reference calls take 45-60 minutes per candidate and are typically prepared conversations with cherry-picked references.

WHO BENEFITS

For a recruiter at a 100-person B2B SaaS company. Situation: 78% of resumes show AI-generated content, screening takes 9 hours/week, and reference calls are unreliable. Payoff: Badge gives 30-second reference checks with verified, anonymous peer feedback from actual coworkers. For a senior engineer looking for a new role. Situation: Past accomplishments are trapped in old company portals and LinkedIn recommendations are generic. Payoff: Badge builds a portable, verified Trust Score that moves with you across companies. Put your Badge QR on your resume. For a hiring manager at a 500-person enterprise. Situation: AI-generated resumes waste 12 hours/week on false-positive screeners. Payoff: Badge surfaces candidates with verified Trust Scores above 80, reducing screening time by 60% and improving quality-of-hire metrics.

HOW IT WORKS

Step 1. Create a Badge profile (2 min). Go to getbadge.app, sign up, and connect your work email. The AI agent scans your contact book to identify past coworkers. Step 2. Send review requests (automatic). The AI agent sends anonymous review requests to verified past coworkers. It asks role-specific questions and interpersonal skill questions guided by sentiment analysis. Step 3. Receive Trust Score (30 min to 48 hours). As reviews come in, the Trust Score updates. The score reflects communication, collaboration, ownership, reliability, strengths, and areas for improvement. Step 4. Embed on resume (5 min). Generate a Badge QR code and add it to your resume, LinkedIn, portfolio, or email signature. Step 5. Recruiter lookup (30 seconds). A recruiter pastes the candidate's LinkedIn URL or email into Badge and sees their aggregated Trust Score and review summary instantly. Step 6. Review and iterate (ongoing). The agent continues to collect reviews over time. Your Trust Score grows as more verified colleagues contribute.

TOOL INTEGRATION

TOOL: Badge AI Agent (Product Hunt #1, July 7, 2026, 416 upvotes). Role: AI agent that collects anonymous peer reviews, verifies work emails, and aggregates Trust Scores. API access: getbadge.app. Auth: OAuth via work email or LinkedIn. Cost: Free tier available. Gotcha: Badge requires work email authentication for both the reviewer and the subject. Personal email domains are rejected. Reviews are anonymous to encourage honesty, but the subject can see aggregated scores. TOOL: Sentiment analysis engine (integrated). Role: Real-time sentiment analysis on every review to detect fake or malicious feedback. Auth: Included in Badge. Cost: Included. Gotcha: Sentiment analysis can miss sarcasm or nuanced feedback. Badge's multi-question format reduces this risk by asking both role-specific and interpersonal questions. TOOL: Work email verification (integrated). Role: Confirms both parties worked at the same organization by cross-referencing work email domains. Auth: Included. Cost: Included. Gotcha: Verification requires an active work email or proof of past employment. Contractors and freelancers may have verification delays.

ROI METRICS

Metric Before After Source Reference check time 45-60 min/call 30 seconds Badge product page (2026) Screening accuracy 54% 85% Community estimate Review authenticity 30% reliable 92% reliable Community estimate Candidate setup time N/A 5 minutes Badge product page

The week-1 win: create your Badge profile and send 5 review requests. Watch your Trust Score appear as responses come in. The strategic implication: portable, verifiable, AI-collected proof of work is the natural replacement for AI-generated resumes. The hiring signal is shifting from what someone claims to what their actual coworkers say.

CAVEATS

1. (moderate risk) Review volume: The agent needs 3-5 reviews to generate a statistically meaningful Trust Score. Candidates with fewer past colleagues may have incomplete scores. Mitigation: Badge prompts users to write reviews for others, which also boosts their own visibility in recruiter searches.
2. (significant risk) Adoption network effect: Badge's value depends on coworkers being willing to write anonymous reviews. Low adoption in a candidate's network means no score. Mitigation: Writing a review for someone else boosts your own profile visibility for 24 hours, creating a reciprocity loop.
3. (minor risk) Anonymous review accuracy: Anonymity encourages honesty but can also enable unfair negative reviews. Mitigation: Sentiment analysis flags outlier reviews. Multiple reviews are required for the score to stabilize. Single outlier reviews have limited impact.
4. (moderate risk) Privacy concerns: Some candidates may not want their work history and coworker contacts processed by AI agents. Mitigation: Badge uses opt-in auth. Candidates control when reviews are requested and what data is shared.