// DATA

Data foundations for intelligence.

Searchable. Scalable. AI-ready.

Your data is the foundation of every AI feature. We design data architectures that make your applications intelligent — fast search, real-time sync, and AI-ready from the ground up.

Red Bull
SAP
Rotax
Bundesliga
LASK
OeFB
Vinzenz Gruppe
Linde
KEBA
TSV 1860
Stadium ADS
DasMerch
FoxyFitness
LAOLA1
Event24
Gastro Fighters
Peter Affenzeller
Red Bull
SAP
Rotax
Bundesliga
LASK
OeFB
Vinzenz Gruppe
Linde
KEBA
TSV 1860
Stadium ADS
DasMerch
FoxyFitness
LAOLA1
Event24
Gastro Fighters
Peter Affenzeller
// INTELLIGENT DATA DESIGN

Your data is your moat.

AI applications need data architectures that traditional software doesn't. Your data needs to support fast lookups for business logic, flexible storage for AI contexts, and semantic search that understands meaning — not just keywords. We design data systems that handle all three seamlessly.

The architecture routes each query to the right engine automatically. Your team doesn't manage multiple databases — they query a unified layer that handles the complexity. Adding a new AI feature means adding a capability, not a new infrastructure headache.

The result: a data foundation that makes every AI feature faster to build. When your competitors are still wrangling their data infrastructure, your team is shipping intelligent features.

Data Strategyright tool, right job
Unified Data Layer
auto-routes to the optimal database
Structured Data
Transactions, relationships, business records
PostgreSQL
Flexible Documents
AI contexts, evolving schemas, rich content
MongoDB
Smart Search
Meaning-based search, semantic matching
Vector DB
// SEARCH THAT UNDERSTANDS

Find what matters, not just what matches.

Traditional search matches keywords. AI-powered search understands meaning. Ask your knowledge base a question in natural language and get the right answer, not a list of documents. This powers everything from customer support to internal tools to product recommendations.

We build the complete pipeline: from document ingestion to intelligent search that combines meaning-based retrieval with traditional filters. The result is search that feels like talking to an expert — accurate, contextual, and verifiable.

The architecture starts simple and scales with your data. As your knowledge base grows from thousands to millions of documents, the system scales smoothly — without requiring your team to re-architect or your users to notice any change.

Smart Searchmeaning-based
Search query
"How do I reset my password?"
Results by relevance
Account Recovery Guide
94%
Steps to reset your password and regain access to your account...
Security Settings
91%
Manage your password, two-factor authentication, and login options...
Getting Started
87%
Set up your profile, choose a password, and configure notifications...
Finds answers by meaning, not just keywords
// SPEED TO MARKET

Launch faster with managed infrastructure.

Managed database services eliminate weeks of infrastructure setup. Authentication, real-time data sync, file storage, and serverless functions — all ready to use from day one. For AI applications that need to move fast, this is the shortcut that doesn't cut corners.

Real-time data sync is especially powerful for AI products. When an agent processes data, every connected user sees the result instantly. The app works offline and syncs seamlessly when connectivity returns — no data loss, no conflicts.

We help you make the right infrastructure decision for your business. Managed services for speed and simplicity, or self-hosted for maximum control and zero vendor lock-in. The choice depends on your team size, data sensitivity, and long-term goals — not our preferences.

Instant Syncreal-time platform
A
User A
sync
B
User B
sync
C
User C
Changes appear instantly for everyone
Authentication
Secure user login & signup
Live Updates
Real-time data sync
File Storage
Images, documents & media
Serverless Logic
Backend without servers
// FUTURE-PROOF FOUNDATIONS

Data that evolves with your product.

AI products evolve faster than traditional software. New features mean new data patterns, new search capabilities, and new intelligence layers. We design data architectures that support this pace — adding capabilities without disrupting what's already working.

When your product launches a new AI feature, the data foundation is already ready. Semantic search, flexible metadata, and intelligent indexing are built in from the start — not retrofitted when you realize you need them.

Every schema change deploys with zero downtime. Your users never experience disruptions, and your team can ship data-intensive features with the same confidence as a simple UI update. This is the foundation that lets you move fast at scale.

AI-Ready Upgradeseamless migration
Current Database
User data
Business records
Content
AI-Enhanced
+ Vector search
+ AI metadata
+ Smart indexing
vector search addedAI metadata readyzero downtime
backward compatible
incremental
Data Model · AI-Readysmart structure
documents
Titletext
Contentrich text
AI Embeddingsearch vector
Metadataflexible data
Createdtimestamp
AI-Powered Search Index
chunks
Content Piecetext
Search VectorAI embedding
Positionorder
Documentreference
AI-Powered Search Index
documents
chunks1:N
Hybrid Search
semantic matchingfull-text searchcombined ranking
// TECH STACK

Built with

PostgreSQLMongoDBSupabasepgvectorPineconeRedis

Ready to get started?

Apply for the 21-Day Sprint and we'll build your first functional proof together.

APPLY FOR THE SPRINT