Re-Defining. Perspectives.

Building the foundations of next-generation intelligence

The world is solving the wrong AI problem

Existing models are capable enough

Another 10x increase in parameters will not be a replacement for information they cannot access.

The world's knowledge is still a mess

Scattered across documents, media, databases or formats.

AI won't be reliable until knowledge is

The next generation of AI will be built on better access to information, not just bigger models.

The curse of current systems

One query. Double cost.

  • Searched twice.
  • Stored twice.
  • Paid twice.
01

Red Color Shoes in 8UK?

Meaning search

Word to similarity

Red Color ShoesRed Shoes

Index 01Copy 1 of your data

Exact search

Exact characters only

8UK8UK

Index 02Copy 2 of your data
02Combination and rankingThe answer
Meet CALDEX

Our Product

CALDEX

World's best vector storage and search engine.

If you can describe it, CALDEX can find it.

  1. 01 — Data Agnostic. Text. Audio. Video. Images. Every kind of data woven into a single structure.
  2. 02 — Three Pillars. Mono Search. Update in Real-Time. 4× less space.
  3. 03 — Reliable Knowledge. Locate the source of answers and Everything related

The difference we made.

10x

Lower cost per query

~99%

Recall

3.7ms

Latency

123seconds

Build time

Dataset
Cohere768, 1M vectors
Measured on
4 vCPU · 16 GB RAM · single node
View benchmark results

Benchmarked against

PineconeGoogle VertexMicrosoft AI SearchQdrantWeaviate
Use Cases

One search for every format.

Describe what you want to search, and CALDEX will search every data format together, providing you the final answer with its source.

Pick a sector

  1. 01

    AI Agents

    Today

    Enterprise agents repeatedly fetch the same documents on every loop, and pay double every time.

    1. Ask · An AI agent

      “Was the vendor contract approved in the 3rd Quarter review?”

    2. Search · Every format, one lookup

      • Contract PDFs
      • Meeting Recordings
      • Email Trails

    3. Answer

      The vendor contract was approved.

      Approved on the board call, and written into the contract.

      Found in Contract PDFs · Meeting Recordings · Email Trails

    With CALDEX

    Unified search replaces 40+ document fetches, making agents faster and more affordable.

  2. 02

    E-Commerce

    Today

    Buyers describe what they want. Keyword search can only find exact words, not the intent.

    1. Ask · A shopper

      “Banarasi silk saree for a wedding, under ₹3,000”

    2. Search · Every format, one lookup

      • Product Photos
      • Product Descriptions
      • Video Reviews

    3. Answer

      14 sarees matched

      Matched on fabric, occasion and price, then ranked by reviews.

      Found in Product Photos · Product Descriptions · Video Reviews

    With CALDEX

    Saree names, fabrics and wearable occasions, understood across image, text and video.

  3. 03

    Edge & IoT

    Today

    In low-connectivity zones, data does not reliably reach central servers.

    1. Ask · A field engineer

      “Which pump at the Rajasthan plant lost pressure in the last 4 hours?”

    2. Search · Every format, one lookup

      • Sensor logs
      • Inspection photos
      • Field voice notes

    3. Answer

      Pump A in Sector B

      Three pressure drops in the sensor log, with the technician’s voice note, timestamps and site photos.

      Found in Sensor logs · Field voice notes

    With CALDEX

    The device can answer in under 10ms, without any connectivity.

  4. 04

    Legal

    Today

    Finding the right section of a bare act means hours of reading, page by page.

    1. Ask · An advocate

      “Under which section can a dowry case be prosecuted?”

    2. Search · Every format, one lookup

      • Bharatiya Nyaya Sanhita
      • IPC to BNS table
      • Past judgments

    3. Answer

      Section 80, BNS

      Seven years to life imprisonment. It replaced Section 304B of the IPC.

      Found in Bharatiya Nyaya Sanhita · IPC to BNS table

    With CALDEX

    Any bare act, amendment or ruling, searched in one pass.

  5. 05

    Finance

    Today

    Analysts read SEBI circulars and RBI notices page by page to find the rule that changed.

    1. Ask · An analyst

      “How soon must an insider disclose this trade?”

    2. Search · Every format, one lookup

      • SEBI regulations
      • Exchange notices
      • Newspaper Cutouts
      • Compliance briefings

    3. Answer

      Within 2 trading days

      Disclosed to the company, under SEBI’s insider trading regulations, Reg. 7(2).

      Found in SEBI regulations

    With CALDEX

    Every SEBI, RBI and exchange circular, searchable in plain English or Hindi.

Cost & Memory

Less. By design.

Up to75%

lower monthly cost

1/4

the storage

For 100 million searchable items

Runs on your existing hardware.

Compared against Milvus, Qdrant, Pinecone, Weaviate and Google Vertex.

Questions

Frequently asked.

What makes CALDEX different?
Meaning, exact words and filters, searched together in one pass. One compact engine for storage and retrieval.
What can we build with CALDEX?
Any application that needs the right information, fast. Across text, images, audio, video and IoT data, with results traceable to their source.
Will we need to rebuild our application?
Keep your application. Upgrade its search. CALDEX can replace your existing vector storage and retrieval layer.
How much does CALDEX cost to run?
Search runs on CPUs. No dedicated GPU required. Contact us for total pricing based on your data and workload.
Will CALDEX perform well on our data?
Your data. Your searches. Compare quality, speed and memory use against your current system. Get in touch to discuss an evaluation.

Build the memory layer with us.

Sovereign AI infrastructure, engineered in India.