MARIOXSoftware
02 · AI & data

NLP development.

Language understood at scale.

Text classification, extraction, summarisation and translation for documents, tickets, reviews and conversations.

Typical timeline
6–12 weeks
Engagement
Fixed scope
Team
100+ in-house
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Phone
I need
Budget
Confidential. NDA on request.
Mariox AI · NLP developmentMariox Software

Intelligence, at work.

From robots on the factory floor to assistants inside the apps people use every day, built by engineers who ship models to production.

Robotics & automation in the real world
01Robotics & automation in the real world
AI assistant inside a product
02AI assistant inside a product
The team training and shipping models
03The team training and shipping models
AirwallexZellerKoganHotDocGraphyMILKRUNSnitchFyndTestbookSkydoLunarStockGro
What we deliver

Six things done properly.

Take one, or the whole set. Every item is delivered by the same senior team, with code and accounts in your name.

01

Document extraction

Fields pulled from contracts and forms.

02

Text classification

Tickets and emails routed automatically.

03

Sentiment analysis

Reviews and feedback scored.

04

Summarisation

Long documents reduced to what matters.

05

Translation

Content localised for Indian and global languages.

06

Speech to text

Calls transcribed and analysed.

How we work

Five steps, no surprises.

Typical timeline: 6–12 weeks. You see working software at the end of every sprint.

01

Assess

Use cases ranked by value and feasibility, with the data each one needs.

02

Prototype

A working proof on your data, measured against a baseline.

03

Evaluate

Test sets, guardrails and cost per request agreed before scale.

04

Ship

Integrated into the product with logging and human review where it matters.

05

Monitor

Quality, drift and cost tracked in production.

Technology we use
PythonHugging FacespaCyOpenAIWhisperElasticsearch

Why teams choose Mariox.

01
In-house since 2016

A decade of shipping with one team, not a network of freelancers.

02
Senior from week one

The people who scope your project are the people who build it.

03
300+ products shipped

For Airwallex, Zeller, Kogan, HotDoc, Graphy and hundreds more.

04
You own everything

Code, cloud accounts and documentation in your name from day one.

05
4 offices, your time zone

Noida, Bangalore, Dallas and Australia, with agreed overlap hours.

Ways to engage
01Recommended

Fixed-scope project

A defined outcome, price and date, agreed after a short discovery.

02

Dedicated team

A squad from our in-house team that works only on your product.

03

Monthly retainer

Ongoing support, iteration and capacity, billed by the month.

NLP development: questions.

Yes, including Hindi and other major Indian languages.

More in AI & data

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Let’s build yours.

Get a free estimate →+91 95992 87045