Part of NightSight.ai

From Sketch to Suspect.
AI-Powered Match.

Resemblr bridges the gap between forensic sketches and real photographs. Match composite images against your own databases — fully on-premise, fully GDPR-compliant.

Features

Built for lawful, compliant investigations

Self-hosted facial matching designed to meet the demands of European law enforcement and regulatory standards.

Sketch-to-Photo Matching

Bridge the gap traditional face recognition can't — match forensic sketches and composite images directly against photographs.

AI Face Matching

Advanced neural network engine trained to correlate artistic representations with real facial features across your image databases.

Fully On-Premise

Deploy on your own infrastructure. Connect your own data sources. No data ever leaves your environment — GDPR and EU AI Act compliant by design.

Privacy by Architecture

No centralized face database. No cloud dependencies. Your data stays under your control, meeting the strictest European regulatory requirements.

How It Works

From sketch to match in three steps

A streamlined workflow that turns forensic art into actionable leads.

01

Upload a Forensic Sketch

Submit a composite sketch, artist rendering, or any non-photographic facial image as the search reference.

02

AI Matches Against Your Database

Resemblr's neural network translates sketch features into a searchable representation and runs it against your own connected image sources — entirely on-premise.

03

Review Ranked Matches

Receive results ranked by confidence score. Compare sketch and photo side-by-side, verify matches, and export findings.

Demo

See Resemblr in action

Explore the interface — from uploading a sketch to reviewing matches and monitoring your deployment.

Demo Video Coming Soon

User Friendly GUI

View Full Audit Logs

Live Hardware Monitor

Infrastructure

Hardware requirements

Resemblr runs entirely on your infrastructure. Choose a deployment tier based on the size of your image registry.

Small

Up to 500K images

CPU8 cores / 16 threads
RAM16 GB
GPUGTX 1660 (6 GB)
Storage256 GB SSD
Search latency< 10 ms
Concurrent users3 - 5
Est. server cost$1,500 - $3,000

Medium

500K - 2M images

CPU16 cores / 32 threads
RAM32 GB
GPURTX 4060 Ti (8 GB)
Storage512 GB NVMe SSD
Search latency< 15 ms
Concurrent users5 - 10
Est. server cost$3,000 - $6,000

Large

2M - 10M images

CPU32 cores / 64 threads
RAM64 - 128 GB
GPURTX 4090 (24 GB)
Storage2 TB NVMe SSD
Search latency< 30 ms
Concurrent users10 - 25
Est. server cost$8,000 - $20,000

Enterprise

10M - 50M images

CPU64+ cores (EPYC / Xeon)
RAM256 - 512 GB ECC
GPUA100 (80 GB) / H100
Storage8+ TB NVMe RAID
Search latency< 100 ms
Concurrent users25 - 50+
Est. server cost$30,000 - $80,000+

These specifications are estimates and may vary depending on your specific deployment requirements, data characteristics, and usage patterns. Contact us for a tailored infrastructure assessment.

Ecosystem

Part of the NightSight.ai platform

Resemblr is one module in a comprehensive OSINT intelligence suite built for modern investigations.

Signal Intelligence

Real-time monitoring and analysis of digital signals.

Resemblr

Sketch-to-photo facial matching, deployed on your infrastructure.

Web Intelligence

Deep and surface web data collection and correlation.

Contact

Ready to deploy Resemblr
on your infrastructure?

Get in touch to request a demo or learn how Resemblr can run on your own systems — fully compliant, fully under your control.

contact@nightsight.ai