EndorsedendorsedCompleted

Biometrics Computer Vision & ML Microservices for Software Agency

Services Covered:

AI and Machine LearningCustom Software Development
Project hero — replace with case study imagery
Industry
Industry

Information Technology

Duration
Duration

8 months

Budget
Budget

50K - 199K

Client Size
Start Date

1 March 2017

Team Size
Team Size

1-5 Employees

Engagement Model
Engagement Model

Onshore

Project Capability Score (PCS)

gauge meter
76/100
Good

Project Capability Score (PCS) estimates how capable Tooploox is of successfully delivering a project like this, based on its past experience, track record, and ability to handle similar work. Learn more about PCS


Client

Confidential

mapWarsaw, Poland

Project Summary

Tooploox (formerly MicroscopeIT) supported a software development agency by delivering computer vision and machine learning components for a biometric solution. They developed microservices and trained ML models using a Python stack (including TensorFlow) and integrated their work into the agency’s web and mobile apps. Their R&D-focused engagement included research, risk assessment, and proposing alternative solutions, allowing the agency to kickstart its own team.

Key Challenges

  • The client lacked in-house experience in advanced biometrics and computer vision.
  • The client needed external help to kickstart the project, choose a direction, and produce fast results.
  • The problem required R&D rather than a standard agile delivery, making requirements and outcomes uncertain.

Project Deliverables

  • Microservices
  • Machine learning models
  • Computer vision components
  • Research and solution proposals

Project Solution

MicroscopeIT developed computer vision and machine learning components for a biometric solution, built microservices, and trained multiple ML models for use in the client’s web and mobile applications. They used the Python stack (including TensorFlow and Docker), performed independent research, assessed risks, proposed several solution approaches, and worked in an R&D-style engagement rather than a standard Scrum project.

Project Outcome

  • The client was able to kickstart their own team based on MicroscopeIT’s initial input and help.
  • The end customer for the biometric solution was pleased with the results.
  • MicroscopeIT was responsive and delivered on time despite occasional communication issues.

Platforms

  • WebWeb
  • MobileMobile

Tech Stack

  • TensorFlowTensorFlow

Client Endorsement

Overall Review Rating

4.88star5 out of 5 stars

Timeliness

Cost Rating

Willing to Refer

Quality of Deliverables

The work pleased the third-party recipient. The agency could not develop the solution without Tooploox's (formerly MicroscopeIT) contributions. They supported the project with their strong expertise and understanding and integrated effortlessly into the agency’s structure.

Anonymous

Head of Sales

Note: This endorsement is based on publicly available client feedback from external review sources.

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