InformationArchitects
We design & build intelligence platforms powered by knowledge graphs.
Knowledge Graphs
Fragmented data → Unified intelligence
Many teams today wrestle with scattered & fragmented data. Different systems, conflicting schemas, lost connections.
We build domain-specific knowledge graphs that transform chaos into clarity.
One graph. One truth. Every relationship mapped & semantics are preserved.
Explainable AI Agents
Black-box AI → Transparent reasoning
Standard RAG can't show its work. It hides biases or hallucinations. Chatbots suffer from amnesia.
We build agents that can traverse the knowledge graph, cite sources, and explain decisions. Every answer traceable. Every path auditable. Every lesson learned & memorized.
Intelligence-First UX
Static dashboards → Living knowledge
Generic BI dashboards stop at surface-level "what happened" metrics. Signal is lost in clunky table views.
We build UI & UX that reveals why & what's next. Interactive graph visualizations. Real-time pattern detection. Causal analysis. Navigate complexity. Act on insight.
Collective is data + tech studio/lab. We build knowledge-graph-first intelligence platforms.
What We Do
Core capabilities that power your intelligence platform
Case Studies
Real-world intelligence platforms we've built
Resort Operations Platform
Premium resort
Built a graph-powered operations platform mapping every resource, dependency, and resolution path. Smart agents predict cascading failures before guests notice. Maintenance sees impact chains in real-time: broken AC → affected rooms → staff schedules → guest experience.
Real Estate Intelligence Engine
Luxury real estate firm
Digital twin of entire business operations. Every client, property, preference, and interaction lives in one graph. AI agents traverse relationships to surface non-obvious matches. Raw interactions become deal intelligence. First showing to closing—all connected, all analyzed.
VC Portfolio Intelligence
Top-tier venture capital firm
Interactive knowledge dashboard where startups, trends, founders, and market signals form one traversable graph. Agents continuously structure incoming data—pitch decks to market movements. Hidden patterns and emerging opportunities surface automatically. Due diligence time cut in half.
Biotech Research Pipeline
Biotech R&D department
End-to-end pipeline transforming unstructured research into structured knowledge. Papers, patents, grants flow through vectorization and normalization into unified research graph. Researchers navigate decades of insight like one coherent system. Discovery connections that would take months now take minutes.
Tech Stack
We're building on industry-leading infrastructure.
Optimizing for maximum precision & minimal latency.
Get Started
Let's build your knowledge-first platform.
Why Connect With Us
See if we're a fit: 30-min call to explore how we can be helpful
Get a graph prototype: We'll map a slice of your data
Discuss the specifics: Not a generic demo, but a discovery session
Receive a custom roadmap: Clear timeline, costs, and outcomes
Response Time
We typically respond very fast. But sometimes it can take up to 12 hours (during business days).