Model Optimization & Quantization

Transform your business with Model Optimization & Quantization

Understanding Model Optimization & Quantization

Model optimisation and quantisation reduce a machine learning model’s size and compute — for example by using 8-bit numbers instead of 32-bit — so it runs faster on limited hardware.

Post-training quantisation. INT8 and mixed precision with calibration.
Quantisation-aware training. Training that preserves accuracy at low precision.
Pruning and distillation. Smaller models that learn from larger ones.

Fixed-scope discovery milestones
Senior engineering leads on every project
Transparent code ownership and delivery

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200+Projects delivered

98%On-time delivery

4.9/5Client rating

Rated by real clients on Clutch

Solutions

Explore our Model Optimization & Quantization solutions

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Post-training quantisation

INT8 and mixed precision with calibration.

Quantisation-aware training

Training that preserves accuracy at low precision.

Pruning and distillation

Smaller models that learn from larger ones.

Format conversion

ONNX, TFLite and TensorRT exports.

Accuracy validation

Before-and-after accuracy on your data.

Target benchmarking

Speed and memory measured on real devices.

In the field

Where our Model Optimization & Quantization software works

Hover or focus a photo to see how each solution shows up in daily operations.

**Post-training quantisation** INT8 and mixed precision with calibration.

**Quantisation-aware training** Training that preserves accuracy at low precision.

**Pruning and distillation** Smaller models that learn from larger ones.

**Format conversion** ONNX, TFLite and TensorRT exports.

Why Pyzen

A partner who knows Model Optimization & Quantization

Domain knowledge plus senior engineering — software that works in the real world, not just in a demo.

Domain-aware teams

Engineers and analysts who have shipped in your sector.

Security first

Data protection, access control and audit trails as standard.

Fits your stack

We integrate with the systems you already run.

Speed to value

Pilots in weeks, with results you can measure.

Problem → solution

What slows Model Optimization & Quantization teams down — and how we fix it

Notes from our Model Optimization & Quantization discovery workshops: the problems we hear most, what we do about them, and what changes as a result.

**From our Model Optimization & Quantization discovery workshops.** Every engagement starts by naming the real blockers.

The problem

Hardware, firmware and cloud teams work in silos

What we do

One team designs the board, writes the firmware and builds the cloud and app — so interfaces are agreed early and nothing falls between the gaps.

Longer battery life. Tested against production benchmarks.

The problem

Devices drain batteries or drop off the network

What we do

Power budgets, sleep modes and radio choices are designed in from the start and tested in the field.

Reliable connectivity. Tested against production benchmarks.

The problem

Prototypes never make it to production

What we do

We design for manufacturing, certification and remote updates from the first schematic.

Faster time to market. Tested against production benchmarks.

How we deliver

A proven path for Model Optimization & Quantization projects

Short, transparent phases with working software at every step.

Discover

We map goals, users, systems and constraints in a short workshop.
Design

Journeys, architecture and clickable prototypes tested with real users.
Build

Agile sprints deliver working software every two weeks.
Test and secure

Automated tests, security reviews and compliance checks.
Launch and scale

Go-live support, monitoring and continuous improvement.

Model Optimization & Quantization

Longer battery life. Reliable connectivity. Faster time to market.

Quantisation, pruning and distillation that shrink models for edge hardware while keeping the accuracy your product needs.

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Proof from our work

Results we have delivered

Real Pyzen projects, chosen for their relevance to Model Optimization & Quantization.

Climate tech NDA protected

Passifi Tech

Climate Data Classification

Large-scale climate intelligence and environmental classification platform for advanced data processing.

99.8% Accuracy

10x Faster analysis

View case study ↗

Insurtech solutions NDA protected

Max Life Insurance

Health Data Visualization

Secure analytics suite and health data visualisation platform for high-volume enterprise tracking.

99% Policy accuracy

5x Faster underwriting

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Healthcare tech NDA protected

Blue Cross Blue Shield

Patient Data Migration

Secure enterprise migration of legacy patient health records to modern cloud infrastructure under strict compliance.

Zero Downtime incidents

100% HIPAA compliance

View case study ↗

Client voices

Buyer confidence for Model Optimization & Quantization

Specific proof, direct communication and measurable delivery — in our clients’ own words.

Rated by real clients Verified reviews on Clutch ★★★★★

★★★★★

I approached to Shivansh for the development of an AI/ML-based high-throughput tool in the healthcare domain. Their technical team is highly knowledgeable, responsive, and committed to delivering quality solutions. The best part was they scheduled many time to time meetings to show the development of work and take client opinion and feedback on each step. Highly highly recommend

Dr. Isha Srivastava CEO · Biosyntia

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