KrissDevHub
Technologies
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AI Platform · 2026

Signal Hire – AI-Powered Interview Platform

An AI-powered virtual screening and interview platform that transcribes live voice consultations and generates structured evaluation cards.

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Timeline10 weeks
SectorAI Platform
Core TechPython
Primary Outcome95% Evaluation Correlation

Project Overview

Signal Hire is an advanced AI recruiting assistant designed to streamline candidate screening. The application conducts automated technical conversations, parses verbal answers in real time, and leverages medical/technical language classifiers to evaluate coding and operations questions.

The Client Challenge

Legacy technical screening relies on static online multiple-choice tests that are easily bypassed by external tools or chat interfaces. The client needed a platform that could evaluate dynamic conversational responses, handle custom speech-to-text processing for accent variance, and run evaluations without storing sensitive personal audio long-term.

Our Solution

We built a secure audio streaming backend that processes conversational audio using Whisper models, executing real-time transcript matching. We then implemented a LLM evaluation engine using fine-tuned Claude 3.5 models to structure candidate responses, evaluating logical consistency and code terminology against test parameters.

The Business Results

Candidates are screened in under 15 minutes, with audio processing taking less than 3 seconds per reply. Technical evaluation accuracy matched human interviewer ratings with a 95% correlation during initial pilot runs.

Systems Architecture Overview

WebRTC audio pipeline communicating with a FastAPI microservice, orchestrating transcribing Whisper threads and Claude evaluation logic with Postgres logging.

Stream AudioExtract TextStructure SOAPStore KeysReact WebRTC clientFastAPI GatewayWhisper AudioClaude SOAPSupabase DB

Key Engineering Features

Real-time WebRTC stream

Zero-latency audio collection and sync processing directly via raw binary websocket connections.

Context-guided LLM evaluation

Restricting prompt guidelines to target question rubrics to prevent evaluator hallucination.

HIPAA-grade privacy

Automated deletion of audio assets immediately following transcription processing and score saving.

Technology Stack

PythonFastAPIWhisper APIClaude 3.5 SonnetReactTailwind CSSSupabaseWebRTC

Product Gallery & UI States

ui_state_1.json
Real-time WebRTC stream99.98% OK
// system log active verification
ui_state_2.json
Context-guided LLM evaluation245ms LATENCY
// system log active verification
ui_state_3.json
HIPAA-grade privacyACTIVE ROUTE
// system log active verification

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