What you get

Messy real-world documents, returned as data and decisions you can trust.

Handwritten intake forms. Multi-column tables a general model quietly mangles. We build the extraction pipeline and verify the output by hand. Then we can turn that data into a dashboard and analysis, or do the same for data you already have.

What we build

Two capabilities. Use them together, or on their own.

The spine

Document extraction

OCR, handwritten text recognition, and table extraction across regional scripts, verified by a person before it ships.

On your data

Document analysis & dashboards

A dashboard and analysis built from what we extract for you, or from data you already have. Either way, something a decision-maker can actually use.

Examples

Before & after. The extraction, not just the pitch.

Source document beside the structured output produced from it.

French · printed table, 3-level merged header

French printed table 'Villes de France' with a three-level merged header (region, half, group) — Source · tap to enlarge

	A	B	C	D	E	F	G	H	I	J	K	L
1	VILLES DE FRANCE
2	MOITIÉ NORD						MOITIÉ SUD
3	NORD — GROUPE 1			NORD — GROUPE 2			SUD — GROUPE 1			SUD — GROUPE 2
4	Amiens	Angers	Argenteuil	Mulhouse	Mâcon	Nancy	Agen	Aix-en-Provence	Ajaccio	Limoges	Lourdes	Lyon
5	Auxerre	Beauvais	Belfort	Nanterre	Nantes	Nevers	Albi	Angoulême	Annecy	Marseille	Mende	Menton
6	Besançon	Brest	Caen	Paris	Quimper	Reims	Antibes	Arles	Aurillac	Millau	Montauban	Montluçon
7	Calais	Chalon-sur-Saône	Charleville-Mézières	Rennes	Roubaix	Rouen	Avignon	Bastia	Bayonne	Montpellier	Moulins	Narbonne
8	Cherbourg-en-Cotentin	Châlons-en-Champagne	Colmar	Saint-Brieuc	Saint-Denis	Saint-Lô	Biarritz	Blois	Bordeaux	Nice	Niort	Nîmes
9	Compiègne	Créteil	Deauville	Saint-Malo	Saint-Nazaire	Saint-Quentin	Bourges	Béziers	Cahors	Orléans	Pau	Perpignan
10	Dijon	Dole	Douai	Saumur	Sens	Soissons	Cannes	Carcassonne	Chambéry	Poitiers	Privas	Périgueux
11	Dunkerque	Fontainebleau	Honfleur	Strasbourg	Thionville	Tourcoing	Chamonix-Mont-Blanc	Chartres	Châteauroux	Rodez	Saint-Tropez	Saint-Étienne
12	Laon	Laval	Le Havre	Tours	Troyes	Valenciennes	Clermont-Ferrand	Digne-les-Bains	Draguignan	Sarlat-la-Canéda	Sète	Tarbes
13	Le Mans	Lens	Lille	Vannes	Versailles	Vesoul	Foix	Gap	Grasse	Toulon	Toulouse	Valence
14	Lorient	Metz	Montreuil	Épernay	Épinal	Évreux	Grenoble	Guéret	La Rochelle	Vichy	Villefranche-sur-Saône	Évian-les-Bains

Extracted to Excel · 3-level merged header kept intact, every city in the right group Download .xlsx

Arabic · handwritten note on lined paper

Handwritten Arabic note on lined paper asking to cancel a monthly subscription — Source · unedited

ارجو الغاء اشتراكي الشهري رقم ٤٥٨٢١٧
اعتباراً من نهاية هذا الشهر وتاكيد ذلك
عبر البريد الالكتروني. شكراً لكم.

“Please cancel my monthly subscription, no. 458217, from the end of this month, and confirm this by email. Thank you.”

Extracted & verified · editable text, with English translation

Why not just use a general AI model? They're confident exactly where they're wrong: messy handwriting, regional scripts and merged tables. Every delivery we ship is checked against the source by a person.

Try it

Run one of your own documents through it.

Sign in with a free Hugging Face account, upload an image, and pick a language: English, French, German, or Arabic. This is the raw model output. Client work gets checked by a person before it ships.

This is a demo, not the finished product.

You can test one document per day.
Don't upload any document with personal or sensitive information.

Open the demo on Hugging Face →

It opens in a new tab. The first run after a quiet spell can take a minute to wake up. See what happens to your upload.

What clients say

“I am really impressed with the quality of work! The task was completed professionally, with great attention to detail. Communication was smooth and prompt throughout the process, making it a seamless experience. I highly recommend these services and will definitely return for future projects. Thank you for your excellent work!”

Client from Germany

“Thanks for the work; a very fruitful collaboration!”

Client from France

“Very thorough and comprehensive analysis. Many thanks for your input!”

Client from United States

“The overall experience has been outstanding”

Client from United States

“What a great work, very professional, knowledgeable, and resourceful. I highly recommend to anyone looking to get result.”

Client from United States

“Exceptional value, quality, speed, and detail orientated. Punctual delivery as promised.”

Client from United States

“Absolutely fantastic, they will go well beyond the call of duty to ensure there [sic] product is perfect & exactly what you need!”

Client from United Kingdom

Built by Riva Malik and Shaheema. About us →

Start a conversation

Tell us about the documents

What they are, roughly how many, and what you need out the other end: a structured dataset, an API, or a dashboard. A founder replies, and scope and pricing are worked out off-site.

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