What is Hybrid Search?
Agentic AI refers to intelligent systems that go beyond generating responses — they perceive goals , make decisions , and act autonomously across tools and environments. Unlike traditional chatbots or LLMs, agentic systems simulate reasoning, memory, and task orchestration to achieve outcomes with minimal human input. At Search.co , we help you design, build, and deploy agentic workflows — from research bots to fully autonomous pipelines powered by AI.
Stack & Features
Vector Engines
Pinecone, Weaviate, Qdrant, Chroma
Search Engines
ElasticSearch, Typesense, Meilisearch
RAG-Ready
Plug into Retrieval-Augmented Generation pipelines
Custom Ranking Models
Blend keyword score + vector similarity + metadata rules
Filters & Facets
Layered filtering by tags, date, categories, or structured fields
Use Cases for Hybrid Search
Enterprise Knowledge Bases
Power internal wikis, SOPs, HR documents, and policy manuals with intelligent, relevant search.
Customer Support Search
Improve deflection with better self-serve answers in your help centers.
Legal & Compliance
Make policy and case search more accurate by combining contextual relevance with exact terminology.
E-commerce Catalogs
Help users find products by function, not just product titles or tags.
DevOps & Workflow Agents
Monitor logs, trigger alerts, make updates, and perform system tasks based on logic and data.
Why Hybrid Search Matters
Semantic Understanding
Catch queries like “How do I reset my password?” even if your docs say “account credential recovery.”
Exact Recall
Retrieve matches with exact technical terms, product SKUs, or legal phrases.
Context + Precision
Blend fuzzy and literal matches to serve results that make sense to humans and machines.
Ranked by Relevance
Use hybrid scoring models to prioritize what users actually want — not just what contains a term.
How Hybrid Search Works
01. Data Ingestion
Import PDFs, docs, web pages, structured datasets, or database content.
02. Dual Indexing
Your content is indexed in vector embeddings (for meaning) and BM25 keyword indices (for exact matches).
03. Query Fusion
When a user asks a question, both search methods run in parallel.
04. Smart Ranking
Combined results are merged and ranked using hybrid scoring to surface the most relevant answers.
What they say about us
Syncs effortlessly with major programming languages
HTML
CSS
Phyton
News & articles
Oil & Gas Services Statistics Market Research Report
Gobal medical-technology (MedTech) market is estimated at ~US$668.2 billion in 2024, growing to ~US$694.7 billion
Frequently asked questions for enterprise search
Search.co is a unified platform for data extraction and ingestion. We provide high-performance proxy networks to collect data from anywhere on the web, and real-time AI-native pipelines to transform that data into actionable insights using SQL and LLM-powered logic.
Search.co is built for developers, data teams, growth marketers, AI researchers, and businesses that need structured, real-time data from external sources—without building and maintaining complex scraping or ingestion stacks.
We support a full range of proxies including residential, datacenter (IPv4 & IPv6), mobile (static & rotating), SOCKS5, and unlimited bandwidth proxies.
Yes. You can configure automatic rotation logic based on time, session, or custom rules to avoid IP bans and CAPTCHAs.
Oil & Gas Services Statistics Market Research Report
Gobal medical-technology (MedTech) market is estimated at ~US$668.2 billion in 2024, growing to ~US$694.7 billion
HealthCare/MedTech Market Research Report
Frequently asked questions for enterprise search
What is Search.co?
Search.co is a unified platform for data extraction and ingestion. We provide high-performance proxy networks to collect data from anywhere on the web, and real-time AI-native pipelines to transform that data into actionable insights using SQL and LLM-powered logic.
What is Search.co for?
Search.co is built for developers, data teams, growth marketers, AI researchers, and businesses that need structured, real-time data from external sources—without building and maintaining complex scraping or ingestion stacks.
What types of proxies do you offer?
We support a full range of proxies including residential, datacenter (IPv4 & IPv6), mobile (static & rotating), SOCKS5, and unlimited bandwidth proxies.
Can I rotate proxies automatically?
Yes. You can configure automatic rotation logic based on time, session, or custom rules to avoid IP bans and CAPTCHAs.
What is the difference between residential, datacenter, and mobile proxies?
What is the ingestion engine built on?
Frequently Asked Questions
What is Search.co?
Frequently asked questions for enterprise search
What is Search.co for?
Search.co is a unified platform for data extraction and ingestion. We provide high-performance proxy networks to collect data from anywhere on the web, and real-time AI-native pipelines to transform that data into actionable insights using SQL and LLM-powered logic.
What types of proxies do you offer?
Search.co is built for developers, data teams, growth marketers, AI researchers, and businesses that need structured, real-time data from external sources—without building and maintaining complex scraping or ingestion stacks.
Can I rotate proxies automatically?
We support a full range of proxies including residential, datacenter (IPv4 & IPv6), mobile (static & rotating), SOCKS5, and unlimited bandwidth proxies.
What is the difference between residential, datacenter, and mobile proxies?
Yes. You can configure automatic rotation logic based on time, session, or custom rules to avoid IP bans and CAPTCHAs.
What is the ingestion engine built on?
Residential Proxies use real devices with ISP-assigned IPs. Ideal for stealth scraping. Datacenter Proxies are faster and more cost-efficient but easier to detect. Mobile Proxies offer maximum trust for mobile-app scraping or anti-fraud use cases.
What formats and protocols are supported for ingestion?
Our ingestion engine uses a SQL-first approach, built with Apache Flink, GraphQL, and DataSQRL under the hood. You define transformations in SQL or the SQRL language; we handle scaling, streaming, and deployment.
Can I use LLMs in my pipeline?
We support Kafka, REST, Parquet, GraphQL, JDBC, flat files, and streaming event logs. You can also ingest directly from our proxy-extracted data streams.