
Fully managed RAG pipeline for AI
Fully managed RAG pipeline
for AI
A managed service that ingests content → chunks → embeds → indexes vectors + metadata → retrieves & re-ranks. And grounds an LLM answer with citations, all via 1 simple API.
Backed by Techstars_



Fully managed RAG pipeline for AI
A managed service that ingests content → chunks → embeds → indexes vectors + metadata → retrieves & re-ranks. And grounds an LLM answer with citations, all via 1 simple API.
Backed by Techstars_

Ask What Was Never Searchable Before
Your world isn’t made of keywords, it’s made of context. RedOrb retrieves meaning from every source: text, image, or sound. And turns it into precise answers.
Ask What Was Never Searchable Before
Your world isn’t made of keywords, it’s made of context. RedOrb retrieves meaning from every source: text, image, or sound. And turns it into precise answers.
Ask it like a friend, not a machine.
From “Tom Holland’s shoes” to “under $150” — context meets retrieval, not keywords.
Ask it like a friend, not a machine.
From “Tom Holland’s shoes” to “under $150” — context meets retrieval, not keywords.
🛍️ I want shoes like the ones Tom Holland wore in that GQ shoot — what’s the closest thing under $150?
Answer:
• “Tom Holland wore Prada Cloudbust Thunder sneakers (white/grey) during GQ shoot, Feb 2024.” |
📄 Sources:fashion_db/celebrity_outfits_gq_2024.json
ecommerce_catalog/fall_sneakers_2025.csv
Ask it like a friend, not a machine.
From “Tom Holland’s shoes” to “under $150” — context meets retrieval, not keywords.
🛍️ I want shoes like the ones Tom Holland wore in that GQ shoot — what’s the closest thing under $150?
Answer:
• “Tom Holland wore Prada Cloudbust Thunder sneakers (white/grey) during GQ shoot, Feb 2024.” |
📄 Sources:fashion_db/celebrity_outfits_gq_2024.json
ecommerce_catalog/fall_sneakers_2025.csv
Find patterns hidden in feedback
RedOrb reads every review, complaint, and report and tells you what really needs fixing.
Find patterns hidden in feedback
RedOrb reads every review, complaint, and report and tells you what really needs fixing.
🏨 What was the top complaint theme from guests staying at our New York property last quarter?
Answer: •
“The check-in line was too long; I waited almost 20 minutes.” |
📄 Sources:customer_feedback/q3_2025_reviews_ny.csv
ops_report/nyc_property_summary_sept2025.pdf
Find patterns hidden in feedback
RedOrb reads every review, complaint, and report and tells you what really needs fixing.
🏨 What was the top complaint theme from guests staying at our New York property last quarter?
Answer: •
“The check-in line was too long; I waited almost 20 minutes.” |
📄 Sources:customer_feedback/q3_2025_reviews_ny.csv
ops_report/nyc_property_summary_sept2025.pdf
Watch 90 minutes in 9 seconds.
Every goal, assist, and moment — detected, timestamped, and summarized automatically.
Watch 90 minutes in 9 seconds.
Every goal, assist, and moment — detected, timestamped, and summarized automatically.
🎬 Show me every time Messi assisted a goal in the Copa América 2024 final and summarize his playstyle that night.
Answer:
|
📄 Sources:match_video_transcript/copa_final_2024.vtt
tactical_report/messi_final_performance.pdf
tactical_report/final_analysis.pdf
Watch 90 minutes in 9 seconds.
Every goal, assist, and moment — detected, timestamped, and summarized automatically.
🎬 Show me every time Messi assisted a goal in the Copa América 2024 final and summarize his playstyle that night.
Answer:
|
📄 Sources:match_video_transcript/copa_final_2024.vtt
tactical_report/messi_final_performance.pdf
tactical_report/final_analysis.pdf
Precision agents are built on better data
RedOrb gives your AI agents instant access to the right data, exactly when they need it. No brittle integrations or manual wiring.
Precision agents are built on better data
RedOrb gives your AI agents instant access to the right data, exactly when they need it. No brittle integrations or manual wiring.
Agent-first Retrieval
Give your agents structured access to exactly what matters. RedOrb’s engine delivers precise, context-aware retrieva.
Multimodal Extraction
Extract rich content from PDFs, diagrams, and transcriptions with RedOrb’s proprietary multimodal vision model.
Custom Metadata Filters
Retrieve with purpose. Define and extract structured fields that help agents filter & rank only on the relevant nformation.
Advanced Search API
Leverage automatic re-ranking, query rewriting, and metadata-aware search designed for complex agent queries.
Use cases
We handle the messy parts of RAG so your team can focus on building AI features, not infrastructure. Low-latency retrieval, enterprise security, and built-in scale.
Use cases
We handle the messy parts of RAG so your team can focus on building AI features, not infrastructure. Low-latency retrieval, enterprise security, and built-in scale.

Customer Support
Create data repository for each customer. Pull the right answer from across Zendesk, Slack, and policy PDFs in one query.

Customer Support
Create data repository for each customer. Pull the right answer from across Zendesk, Slack, and policy PDFs in one query.

Knowledgebase
One search bar for all internal docs. Employees ask in plain English; results come with citations.

Knowledgebase
One search bar for all internal docs. Employees ask in plain English; results come with citations.

Sales & Success
Pull answers straight from past calls, tickets, and emails. Surface insights from contracts, CRMs, and transcripts.

Sales & Success
Pull answers straight from past calls, tickets, and emails. Surface insights from contracts, CRMs, and transcripts.

Audio & Video
Find answers inside recordings - Webinars, calls, and training sessions become searchable. Jump straight to the timestamp.

Audio & Video
Find answers inside recordings - Webinars, calls, and training sessions become searchable. Jump straight to the timestamp.

Customer Support
Create data repository for each customer. Pull the right answer from across Zendesk, Slack, and policy PDFs in one query.

Knowledgebase
One search bar for all internal docs. Employees ask in plain English; results come with citations.

Sales & Success
Pull answers straight from past calls, tickets, and emails. Surface insights from contracts, CRMs, and transcripts.

Audio & Video
Find answers inside recordings - Webinars, calls, and training sessions become searchable. Jump straight to the timestamp.
RAG Pipeline built for production
Customize your pipeline with your own chunking, embeddings, and retrieval strategy. Ingest any data source, use any LLM, enforce governance, and scale — without the cost and complexity of building it yourself.
Accelerate your AI-Readiness by 95%. Save 80% of the cost of building it yourself.
RAG Pipeline built for production
Customize your pipeline with your own chunking, embeddings, and retrieval strategy. Ingest any data source, use any LLM, enforce governance, and scale — without the cost and complexity of building it yourself.
Accelerate your AI-Readiness by 95%. Save 80% of the cost of building it yourself.







Deployment Models
Use our managed cloud, keep data in-region, or run fully private in your VPC.
Deployment Models
Use our managed cloud, keep data in-region, or run fully private in your VPC.
Cloud
Start quickly without managing any infrastructure
Managed service hosted by us.
We run both the application and the database in our infrastructure.
Easiest setup, no infra effort required on your side.
On-prem
For organizations with strict compliance, security, or data residency requirements.
Both the application and the database run inside your private cloud.
No data leaves your environment.
Best for teams with strict compliance & security needs.
Hybrid
Best for teams keeping data in their cloud without running the full system.
The application logic runs in our cloud.
Your data stays in your own cloud (we connect securely).
Useful to control sensitive data but avoid maintaining the whole stack.
Cloud
Start quickly without managing any infrastructure
Managed service hosted by us.
We run both the application and the database in our infrastructure.
Easiest setup, no infra effort required on your side.
On-prem
For organizations with strict compliance, security, or data residency requirements.
Both the application and the database run inside your private cloud.
No data leaves your environment.
Best for teams with strict compliance & security needs.
Hybrid
Best for teams keeping data in their cloud without running the full system.
The application logic runs in our cloud.
Your data stays in your own cloud (we connect securely).
Useful to control sensitive data but avoid maintaining the whole stack.
Cloud
Start quickly without managing any infrastructure
Managed service hosted by us.
We run both the application and the database in our infrastructure.
Easiest setup, no infra effort required on your side.
On-prem
For organizations with strict compliance, security, or data residency requirements.
Both the application and the database run inside your private cloud.
No data leaves your environment.
Best for teams with strict compliance & security needs.
Hybrid
Best for teams keeping data in their cloud without running the full system.
The application logic runs in our cloud.
Your data stays in your own cloud (we connect securely).
Useful to control sensitive data but avoid maintaining the whole stack.
Frequently Asked Questions
Frequently Asked Questions
Frequently Asked Questions
What is RedOrb?
RedOrb is a fully managed RAG pipeline delivered as an API. It ingests data from any source, parses and chunks it intelligently, embeds and indexes it behind the scenes, and serves low-latency, citation-backed retrieval for your AI products. Think of it as the retrieval brain for your AI app — without the complexity of building and maintaining your own RAG stack.
Why should you use RedOrb?
Who should use RedOrb?
How is RedOrb different from Vector Databases?
How does the system scale with my data?
How do you prevent hallucinations?
What is RedOrb?
RedOrb is a fully managed RAG pipeline delivered as an API. It ingests data from any source, parses and chunks it intelligently, embeds and indexes it behind the scenes, and serves low-latency, citation-backed retrieval for your AI products. Think of it as the retrieval brain for your AI app — without the complexity of building and maintaining your own RAG stack.
Why should you use RedOrb?
Who should use RedOrb?
How is RedOrb different from Vector Databases?
How does the system scale with my data?
How do you prevent hallucinations?
What is RedOrb?
RedOrb is a fully managed RAG pipeline delivered as an API. It ingests data from any source, parses and chunks it intelligently, embeds and indexes it behind the scenes, and serves low-latency, citation-backed retrieval for your AI products. Think of it as the retrieval brain for your AI app — without the complexity of building and maintaining your own RAG stack.
Why should you use RedOrb?
Who should use RedOrb?
How is RedOrb different from Vector Databases?
How does the system scale with my data?
How do you prevent hallucinations?