A white marble Greek sculpture with a laptop in a monochrome glass observatory.

The Observatory

Ideas into
intelligence.

We’re Woxalabs, the AI lab at WoxaGroup. We build tools for research, films and teams.

See how it works

Research & experimentation
By WoxaGroup

Scroll to discover

The idea

A model can think.
A harness helps
it work.

A harness is the setup around an AI model: its instructions, information and tools.

We design how these parts work together, so every task has a clear next step.

Follow one task

How it works

From a question.
To an answer you can check.

A harness connects the facts, tools and checks around AI. Here is what that changes.

Financial research

From reports to a clear answer.

Compare the numbers. Keep the sources. Review what changed.

ONE TASK. THE WHOLE PICTURE.Illustrative example

01 / What goes in

How did revenue change?

Q1 report100m

Q2 report120m

Two company reports. Same currency.

02 / How it works

The harness

ReadCalculateCheck

The model thinks.
The harness keeps the work on track.

03 / What comes back

Revenue grew

+20%

(120 − 100) ÷ 100 × 100

✓

Linked to both reports.
The cause still needs a person’s review.

Facts in. Clear working. Human review.

Made-up figures. This example makes no model calls or trades.

Explore the six steps

Start here

“What changed this quarter?”

01 / Set the goal

Start with a clear question.

Compare this quarter with the last. Write a short note on what changed, with sources.

A little more detail

The brief: Revenue, margins, outlook and risks. Keep facts separate from explanations.

From a question to something useful.

Made-up example. No live data.

Research briefReady

Aster Co. / Quarterly review

Compare this quarter with the last.

Explain changes in sales, margins and outlook.

One way of working. Different models. Different kinds of work.

Our perspectiveObserve. Question. Create.

An optical glass sphere floats above a moss island in soft amber light.

01 / A signal

02 / A questionWhat if?Change the frame.

03 / A possibilityMake it real.An idea worth exploring.

01 / Finding the signal

Our perspective

Look closer.
Change the question.

Look at the real problem.

Find what is hard, slow or unclear. Start there.

What we’re buildingWoxaGroup · Research & development

Research. Create.
Work together.

Three places where a better AI setup can make a difference.

Follow the story as you scroll.

01 / Understand

Make sense
of the numbers.

From company reports to a clear research note.

Enter Financial Harness

WOXALABS FINANCIAL HARNESS

LAB / 01

Financial Harness

One task. A connected intelligence.

FINANCIAL HARNESS / 6 SECONDS

Your question.
A clear answer.

AI connects your facts, uses tools and checks the answer.

AskConnectCheckAnswer

AI workflow concept · Built for human review

OpenAI · Financial Harness

SCROLL TO FOLLOW THE TASK

Your questionAI + your sourcesA checked answer

01 / 04

Illustrative film · AI-generated

Inside the Harness — architecture & capabilities

A closer look
Scope & capabilities

01 / Financial intelligenceIn development

A working environment for AI that understands financial work.

Bring models, specialist skills, trusted knowledge, and market tools into one research workflow. Keep the reasoning connected to its sources—and people in control of the decisions.

OpenAIAnthropicGeminiDeepSeek+ others

Planned capabilities

Models & routing: Connect multiple providers; route by task, compare outputs, set cost limits, and configure fallback models.
Specialist skills: Reusable workflows for company research, financial statements, valuation, risk, and investment memos.
Financial knowledge: Vector search across filings, research, policies, and internal notes, with citations and source dates.
Market connectors: Connect licensed market data, news, filings, spreadsheets, and research tools with permission controls.
Compute & validate: Structured calculations, scenario analysis, reproducible backtests, and evaluation of model quality.
Context & oversight: Project memory, data freshness checks, approval steps, access permissions, and an audit trail.

Research direction · Capabilities shown are planned, not live integrations.

Explore the full architecture

THE INTELLIGENCE LAYERSYSTEM MAP / 01

ONE ORCHESTRATION LAYERFinancial
HarnessContext · Routing · Control

Specialized skillsValuation · Risk · Research

Financial knowledgeVector search · Sources

Market toolsData feeds · Computation

Research briefCited evidence · Human review

A proposed architecture: models connect through the Harness to financial knowledge, specialist skills and market tools, producing research with sources for human review.

Selected model route: OpenAIIllustrative connection · No live API request

02 / Create

Bring an
idea to life.

A few references. One scene. A film that feels like yours.

Enter Woxa Studio

WOXALABS / WOXA STUDIO

LAB / 02

Woxa Studio

01 / Scene

One scene.
Endless directions.

Start with an AI-generated world.

02 / Reels

01 / Film

01 / 04

Two perspectives. One idea.

Inside the Studio — creative tools & model plans

A closer look
Scope & capabilities

02 / Creative intelligenceIn development

From the first image to a whole new world.

An envisioned AI creative studio for images, films, and campaigns. Explore a visual direction, keep characters and products consistent, and bring the strongest idea into motion.

ImagineDirectRefine

Planned capabilities

Image generation & editing: Generate, inpaint, outpaint, restyle, and upscale images, using references to guide composition.
Film & motion: Text-to-video and image-to-video, camera and lens direction, motion references, and cinematic effects.
Characters & storyboards: Develop consistent characters and visual worlds across shots, scenes, and storyboard sequences.
Post-production: Video editing, style and object changes, transitions, lip-sync, and audio generation.
Campaign production: Product scenes, fashion concepts, creator-style ads, and variations for different channels and formats.
A shared creative workspace: Canvas and 3D workflows, brand assets, model selection, team review, automation connections, and exports.

Capability benchmark: Higgsfield image tools and video tools . This is Woxa Studio’s proposed scope, not a claim of feature parity.

Planned model families: Google Veo · Runway · Luma Ray . Model selection changes the concept preview only; no provider connection is active. · Seedance

Research direction · Artwork previews illustrate the creative direction.

Explore the product behind this direction.

Open Woxa Studio

03 / Work together

An AI-native
company.

People, company knowledge and AI working with the same context.

LAB / 03

Nexa

The AI-native company platform.

01 / People

One company.
Shared intelligence.

Connect people, knowledge and AI in one place.

Illustrative AI-native company vision

Nexa / AI-native company · AI-generated concept film

01 / 04

AI-generated film · Platform vision

Inside Nexa — product today & what comes next

A closer look
Scope & capabilities

03 / Company intelligencePeople platform · Evolving vision

A company that can work with what it knows.

Our direction for an AI-native company platform: connect company information, give teams shared context, and help people and agents move work forward together.

Today360° feedback & AI review summaries.

NextConnected company knowledge & agent workflows.

Product today & platform vision

Today · People development: The public Nexa product focuses on 360° feedback, review cycles, calibration, and AI review summaries, with English and Thai support.
Planned · Company knowledge: Connect documents, policies, decisions, and team information into searchable company context.
Planned · Grounded answers: Permission-aware search and answers that link back to the company sources behind them.
Planned · Team workflows: Agents that help with tasks, goals, and repeatable processes, with people reviewing meaningful actions.

Current product: nexa-rise.com . The broader AI-native platform is a proposed direction.

Better research. Better films. Better ways to work.Back to the observatory

Inside the lab

Make it useful.
Make it better.

We test the parts that matter, then improve the way they work together.

Can we trace the answer?Explore the question

Check the sources and the numbers. Show what is known and what still needs an answer.

Proposed evaluation · Results not yet published

Does the film hold together?Explore the question

Keep the person, product and lighting consistent from one shot to the next.

Proposed evaluation · Results not yet published

When should a person step in?Explore the question

Ask for help when facts are missing or an action needs approval.

Design principle · Human review at meaningful decisions

See what we’re working on.

Explore the harness Open Woxa Studio