Overview
Summary
The useful answer before the supporting detail.
Pinecone Assistant is an API service for answering complex questions about proprietary data accurately and securely S5. It is used by developers and organizations to build production-grade chat and agent-based applications quickly, with automatic chunking, embedding, and retrieval included S5. The main practical value is faster development of grounded AI assistants, with Pinecone claiming up to 12% better results compared to OpenAI Assistants S5.
Product identity and positioning
Name, category, positioning, audience, and first-party claims.
- Identity: Pinecone Assistant is an API service from Pinecone, the AI knowledge company S5 S1.
- Core purpose: It answers complex questions about proprietary data accurately and securely S5.
- Intended users: Developers and organizations building production-grade chat and agent-based applications S5.
- Product scope: A single API service, not a platform; it includes automatic chunking, embedding, and retrieval S5.
- Positioning: Pinecone positions itself as the trusted AI knowledge company, with Assistant as a production-ready service S1 S12.
- Claimed distinction: Assistant is optimized for grounded and accurate results, achieving up to 12% better results compared to OpenAI Assistants S5.
Use cases and audiences
Who the product serves and the jobs it is designed to handle.
Traffic and search
Search summary
The useful answer before the supporting detail.
Pinecone is the trusted AI knowledge company. Its AI knowledge platform—Database, Nexus, and Marketplace—powers accurate, fast, cost-effective AI for 10,000+ customers and 1M developers worldwide. pinecone.io: an estimated 415,611 total monthly visits and about 89,031 monthly organic visits across 3,066 ranking keywords. Scout crawled 15 pages and measured a technical health score of 93/100.
- Total traffic (modeled): 415,611 monthly visits across all channels.
- Organic search traffic (estimated): 89,031 monthly visits from search.
- Strongest sampled ranking: chunking at position 1.
- Leading page in the collected evidence: https://www.pinecone.io/learn/chunking-strategies/.
- Closest measured organic competitor: medium.com, appearing 2 times in the sampled first-page SERPs.
- Technical crawl: 15 pages, health score 93/100.
Website intelligence — Collected evidence
Company identity and positioning
| Page type | Evidence | Source |
|---|---|---|
| identity | Pinecone is the trusted AI knowledge company. Its AI knowledge platform—Database, Nexus, and Marketplace—powers accurate, fast, cost-effective AI for 10,000+ customers and 1M developers worldwide. | https://www.pinecone.io/ |
| identity | The trusted AI knowledge platform where fast, accurate retrieval doesn't get more expensive as it scales. | https://www.pinecone.io/ |
| identity | [Pinecone customers: Adobe, Workday, L’Oréal, Microsoft, Mercado Libre, OpenAI, Cohere, Fox, The Washington Post, Asana, Gong, Delphi, Expensify, Cisco, Zapier, Sanofi, Vanguard. | https://www.pinecone.io/ |
| identity | ](/customers/) | https://www.pinecone.io/ |
| identity | The knowledge engine for agents | https://www.pinecone.io/ |
| identity | Pinecone is a fully managed vector database built for AI. Writes are instantly searchable, indexing is automatic, and queries stay fast at any scale. | https://www.pinecone.io/ |
| identity | Uptime SLAs, support SLAs, and dedicated customer success built in. | https://www.pinecone.io/ |
| identity | Create your first index for free, then pay as you go when you're ready to scale. | https://www.pinecone.io/ |
| features | This website utilizes technologies such as cookies to enable essential site functionality, as well as for analytics, personalization, and targeted advertising. Cookie Policy | https://www.pinecone.io/product/ |
| features | The trusted knowledge engine for agents | https://www.pinecone.io/product/ |
| features | Create your first index for free, then pay as you go when you're ready to scale. | https://www.pinecone.io/product/ |
| features | This website utilizes technologies such as cookies to enable essential site functionality, as well as for analytics, personalization, and targeted advertising. Cookie Policy | https://www.pinecone.io/product/assistant/ |
Domain performance
Modeled total traffic, six-month trend, engagement, countries, and domain identity.
Total website traffic
| Month | Modeled visits |
|---|---|
| 2026-04 | 602,315 |
| 2026-05 | 648,024 |
| 2026-06 | 579,874 |
| 2026-07 | 503,714 |
| 2026-08 | 434,911 |
| 2026-09 | 415,611 |
Top visitor countries
| Country | Name | Traffic share |
|---|---|---|
| US | United States | 22.9% |
| IN | India | 20.5% |
| SK | Slovakia | 8.6% |
| VN | Vietnam | 2.7% |
| SG | Singapore | 2.2% |
Domain identity
| Signal | Value |
|---|---|
| Registered | Oct 20, 2016 |
| Last changed | Aug 12, 2026 |
| Expires | Oct 20, 2026 |
| WHOIS server | whois.nic.io |
| DNSSEC | — |
| Nameservers | ns-1018.awsdns-63.net, ns-1774.awsdns-29.co.uk, ns-316.awsdns-39.com, ns-1503.awsdns-59.org |
Website capture

Organic keywords
Top keywords and an independent Google result page.
Top organic keywords
| Keyword | Volume | CPC | Estimated value |
|---|---|---|---|
| pinecone | 73,070 | $2.94 | $49,290 |
| pinecone vector database | 3,150 | $2.88 | $1,660 |
| vector database | 30,810 | $4.98 | $1,070 |
| rag | 342,730 | $1.10 | $1,000 |
| pinecone careers | 990 | $0.00 | $850 |
Independent Google result page
Query: chunking
| Position | Title | URL | Description |
|---|---|---|---|
| 1 | How does chunking help working memory? | https://pubmed.ncbi.nlm.nih.gov/29698045/ | by M Thalmann · 2019 · Cited by 428 — Chunking is the recoding of smaller units of information into larger, familiar units. Chunking is often assumed to help bypassing the limited capacity of ... |
| 2 | Chunking Strategies for LLM Applications | https://www.pinecone.io/learn/chunking-strategies/ | chunking is the process of breaking down large text into smaller segments called chunks. It's an essential preprocessing technique |
| 3 | What Is Chunking, and How Can It Improve Memory? | https://www.coursera.org/articles/chunking | Chunking is a powerful memory technique that involves grouping related information into “chunks” rather than pieces to improve recall. |
| 4 | How Chunking Helps Content Processing | https://www.nngroup.com/articles/chunking/ | Break your text and multimedia content into smaller chunks to make it easier for users to understand and remember information. |
| 5 | Chunking: Learning Technique for Better Memory | https://www.youtube.com/watch?v=hydCdGLAh00&vl=en | chunking effectively involves categorizing information in a way that reflects its inherent relationships and enhances its meaningfulness. |
| 6 | Chunking Teaching Strategy | https://www.facinghistory.org/resource-library/chunking | Chunking helps students approach challenging texts by breaking down content into manageable pieces. |
| 7 | Chunking (psychology) | https://en.wikipedia.org/wiki/Chunking_(psychology) | chunking is a process by which small individual pieces of a set of information are bound together to create a meaningful whole later on in memory. |
| 8 | How to use chunking method for your training - Mitti | https://mitti.com/topics/chunking-strategy | Chunking involves breaking down complex information into smaller, manageable units known as "chunks." This cognitive process aims to improve ... |
| 9 | Chunking in the Classroom | https://evidencebased.education/resource/chunking-in-the-classroom/ | Chunking, also known as 'The Segmenting Principle', indicates that learning can be optimised when material is presented to students in ... |
| 10 | What Is Chunking in English and Why Does it Matter? | https://www.leonardoenglish.com/blog/chunking-in-english | Chunking can help you remember more effectively. Putting words together in context with other words you already know may reduce the cognitive ... |
Important pages
Pages earning the most estimated search traffic in the sample.
| URL | Ranking keywords | Estimated traffic | Best position |
|---|---|---|---|
| https://www.pinecone.io/learn/chunking-strategies/ | 11 | 2,128 | 1 |
| https://www.pinecone.io/learn/series/faiss/hnsw/ | 5 | 386.1 | 1 |
| https://www.pinecone.io/learn/series/image-search/cnn/ | 1 | 145.9 | 1 |
| https://www.pinecone.io/blog/pinecone-nexus-generally-available/ | 1 | 12.2 | 1 |
| https://www.pinecone.io/learn/regularization-in-neural-networks/ | 1 | 9.1 | 1 |
| https://www.pinecone.io/learn/series/faiss/faiss-tutorial/ | 1 | 6.1 | 1 |
Website intelligence — Collected evidence
Prioritized website intelligence pages
| Type | Page | Words | Change | URL |
|---|---|---|---|---|
| identity | The trusted AI knowledge company \ | static | 608 | new |
| pricing | Pricing \ | playwright | 1,203 | new |
| pricing | Pricing \ | playwright | 315 | new |
| features | Pinecone Products \ | playwright | 209 | new |
| features | Pinecone Assistant \ | playwright | 302 | new |
| features | Bring Your Own Cloud (BYOC) \ | playwright | 747 | new |
| features | Pinecone Database \ | playwright | 711 | new |
| features | Pinecone Dedicated Read Nodes \ | playwright | 505 | new |
| features | Pinecone Nexus \ | playwright | 559 | new |
| integrations | Pinecone Marketplace: Request access \ | static | 180 | new |
| customers | Customers \ | static | 731 | new |
| features | How 1up Turns Sales Reps Into Product Experts with Pinecone \ | static | 765 | new |
| customers | Allspice Transforms the Culinary Experience with Semantic Search Powered by Pinecone \ | static | 1,793 | new |
| customers | Aquant Delivers Scalable, Expert-level Service Intelligence with Pinecone \ | static | 1,524 | new |
| customers | Assembled Delivers Better, Faster AI- Driven Support with Pinecone \ | static | 1,225 | new |
Features
| Page type | Evidence | Source |
|---|---|---|
| features | Opens in a new window Opens an external website Opens an external website in a new window | https://www.pinecone.io/product/ |
| features | This website utilizes technologies such as cookies to enable essential site functionality, as well as for analytics, personalization, and targeted advertising. Cookie Policy | https://www.pinecone.io/product/ |
| features | Accept Deny Non-Essential Manage Preferences | https://www.pinecone.io/product/ |
| features | Storage Preferences | https://www.pinecone.io/product/ |
| features | Pinecone Bring Your Own Cloud is Now Generally Available \- Read the announcementDismiss | https://www.pinecone.io/product/ |
| features | Pinecone Products | https://www.pinecone.io/product/ |
| features | The trusted knowledge engine for agents | https://www.pinecone.io/product/ |
| features | Database stores and retrieves data. Nexus compiles it into something agents can trust. | https://www.pinecone.io/product/ |
| features | Start BuildingContact Sales | https://www.pinecone.io/product/ |
| features | Every product, at a glance | https://www.pinecone.io/product/ |
| features | Pinecone Database | https://www.pinecone.io/product/ |
| features | Serverless, object storage-based vector DB | https://www.pinecone.io/product/ |
| features | ](/product/database/)[ | https://www.pinecone.io/product/ |
| features | Pinecone Nexus | https://www.pinecone.io/product/ |
| features | Make agents more accurate, faster and lower cost | https://www.pinecone.io/product/ |
| features | ](/product/nexus/)[ | https://www.pinecone.io/product/ |
| features | Pinecone Dedicated Read Nodes | https://www.pinecone.io/product/ |
| features | Dedicated, provisioned vector DB read nodes | https://www.pinecone.io/product/ |
| features | ](/product/dedicated-read-nodes/)[ | https://www.pinecone.io/product/ |
| features | Pinecone Assistant | https://www.pinecone.io/product/ |
Pricing and plans
| Page type | Evidence | Source |
|---|---|---|
| pricing | Start free, scale effortlessly | https://www.pinecone.io/pricing/ |
| pricing | Start for Free | https://www.pinecone.io/pricing/ |
| pricing | View included usage | https://www.pinecone.io/pricing/ |
| pricing | Example Starter Plan workloads | https://www.pinecone.io/pricing/ |
| pricing | Get Started | https://www.pinecone.io/pricing/ |
| pricing | $20/month flat | https://www.pinecone.io/pricing/ |
| pricing | Includes Free support | https://www.pinecone.io/pricing/ |
| pricing | Response SLAs available via Developer or Pro support add-on | https://www.pinecone.io/pricing/ |
| pricing | Start Free Trial | https://www.pinecone.io/pricing/ |
| pricing | $50/month min. usageYou'll be charged a minimum of $50/month. Once your usage exceeds this amount, you'll pay as you go. | https://www.pinecone.io/pricing/ |
| pricing | 3 week trial includes $300 credits | https://www.pinecone.io/pricing/ |
| pricing | Get StartedRequest Trial | https://www.pinecone.io/pricing/ |
| pricing | $500/month min. usageYou'll be charged a minimum of $500/month. Once your usage exceeds this amount, you'll pay as you go. | https://www.pinecone.io/pricing/ |
| pricing | Pro support included | https://www.pinecone.io/pricing/ |
| pricing | Estimate your costs with our pricing calculator | https://www.pinecone.io/pricing/ |
| pricing | Get StartedContact Us for Pricing | https://www.pinecone.io/pricing/ |
| pricing | What you can build on the Starter plan | https://www.pinecone.io/pricing/ |
| pricing | Starter plan gives you: | https://www.pinecone.io/pricing/ |
| pricing | View Pricing | https://www.pinecone.io/pricing/ |
| pricing | Contact Us for Pricing | https://www.pinecone.io/pricing/ |
Integrations and supported platforms
| Page type | Evidence | Source |
|---|---|---|
| integrations | Pinecone Marketplace | https://www.pinecone.io/lp/marketplace/ |
| integrations | Turn how your business works into a living capability | https://www.pinecone.io/lp/marketplace/ |
| integrations | Request access to Pinecone Marketplace. | https://www.pinecone.io/lp/marketplace/ |
| integrations | Pinecone’s SaaS Marketplace is retired as of September 4, 2026. Enterprise Marketplace continues as a bring-your-own-cloud (BYOC) offering for organizations that want to keep running a marketplace solution in their own cloud environment. | https://www.pinecone.io/lp/marketplace/ |
| integrations | Marketplace turns how your business works into a trusted, living capability that agents and people execute together. | https://www.pinecone.io/lp/marketplace/ |
| integrations | Nexus grounds what your organization knows. Marketplace grounds how it acts: the governed domain-capability layer that turns a function’s way of working into repeatable business results. | https://www.pinecone.io/lp/marketplace/ |
| integrations | That definition belongs to your business, and it covers: | https://www.pinecone.io/lp/marketplace/ |
| integrations | The outcome, and the standard it has to meet | https://www.pinecone.io/lp/marketplace/ |
| integrations | The evidence that counts, and the judgment it takes to weigh it | https://www.pinecone.io/lp/marketplace/ |
| integrations | The path to follow, the tools it uses, and the roles that own each step | https://www.pinecone.io/lp/marketplace/ |
| integrations | The exceptions, the decision rights, and the moments a human signs off | https://www.pinecone.io/lp/marketplace/ |
| integrations | The evaluations and learning history that keep it improving | https://www.pinecone.io/lp/marketplace/ |
| integrations | What to expect | https://www.pinecone.io/lp/marketplace/ |
| integrations | Our team reviews each request. We will reach out with details as soon as possible. | https://www.pinecone.io/lp/marketplace/ |
Product and company updates
No supporting public-page evidence was collected for this category.
Rank tracking
Persistent keyword baselines and position movement.
This analysis created the first position baseline at 2026-10-19T15:40:44.839Z. Movement appears after the next fresh analysis using the same location and language.
Features
Features and capabilities
Core functions and evidence-backed product capabilities.
| Capability | What it does |
|---|---|
| API/SDK access | Build and query assistants programmatically using the Pinecone API and SDKs S5. |
| Automatic data processing | Upload files and get automatic chunking, embedding, and retrieval S5. |
| No-code workflow integration | Add the Pinecone Assistant node to any workflow without writing code S5. |
| Production-grade design | Designed for production with security and privacy in mind S5. |
| Grounded responses | Optimized to deliver grounded and accurate results, with up to 12% better results compared to OpenAI Assistants S5. |
| Quick start | Create an assistant and ship a working assistant in minutes S5. |
Integrations and ecosystem
Connected products, exports, APIs, and workflow compatibility.
| Integration or interface | Type | What it enables |
|---|---|---|
| Pinecone API | API | Programmatically create and query assistants S5. |
| Pinecone SDK | SDK | Build assistants using SDKs in your preferred language S5. |
| Workflow nodes | Extension framework | Add the Pinecone Assistant node to any workflow S5. |
| Data connectors | Integration | Connect data sources and upload files for querying S5. |
Pricing
Pricing and plans
Published plans, free access, trials, credits, and pricing limitations.
| Plan or offer | Verified price and billing | Included | Limits |
|---|---|---|---|
| Starter | Free, monthly S73 | Limited usage for trying out S73 | For trying out S73 |
| Builder | $20 flat per month S73 | Increased limits, multiple projects and users S73 | Not established |
| Standard | $50 monthly minimum usage, pay as you go above S73 | Production usage S73 | Not established |
| Enterprise | Contact sales, custom billing S73 | Custom, bring your own cloud S73 | Custom S73 |
| Assistant usage | Billed separately from database usage S73 | Not established | Not established |
Competition
Competitive landscape
Domains competing for the same organic search demand.
Sampled competitors
| Competitor | First-page appearances | Sampled queries | Average position | Queries observed |
|---|---|---|---|---|
| medium.com | 2 | 1 | 5 | convolutional neural network picture |
| youtube.com | 2 | 2 | 5.5 | chunking, convolutional neural network picture |
| pubmed.ncbi.nlm.nih.gov | 1 | 1 | 1 | chunking |
| brilliant.org | 1 | 1 | 1 | convolutional neural network picture |
| coursera.org | 1 | 1 | 2 | chunking |
| artiba.org | 1 | 1 | 2 | convolutional neural network picture |
| nngroup.com | 1 | 1 | 4 | chunking |
| direct.mit.edu | 1 | 1 | 4 | convolutional neural network picture |
| instagram.com | 1 | 1 | 5 | convolutional neural network picture |
| en.wikipedia.org | 1 | 1 | 6 | chunking |
Website intelligence — Collected evidence
Customers, testimonials, and first-party review claims
| Page type | Evidence | Source |
|---|---|---|
| customers | Pinecone Bring Your Own Cloud is Now Generally Available \- Read the announcementDismiss | https://www.pinecone.io/customers/ |
| customers | Pinecone supercharges AI for the world’s leading companies | https://www.pinecone.io/customers/ |
| customers | See how thousands of Pinecone customers are building easily scalable, high performance AI-powered applications. | https://www.pinecone.io/customers/ |
| customers | Request a Demo | https://www.pinecone.io/customers/ |
| customers | Mercado Libre | https://www.pinecone.io/customers/ |
| customers | Mitsubishi Electric | https://www.pinecone.io/customers/ |
| customers | Source Audio | https://www.pinecone.io/customers/ |
| customers | The Washington Post | https://www.pinecone.io/customers/ |
| customers | Bain Capital | https://www.pinecone.io/customers/ |
| customers | Browse by use case | https://www.pinecone.io/customers/ |
| customers | AllAgentsRAGRecommendationsSearchClassification | https://www.pinecone.io/customers/ |
| customers | “Our entire search operation relies on Pinecone as the first step in the process. When we evaluated the developer experience and time saved, Pinecone was far and away the clear winner." | https://www.pinecone.io/customers/ |
| customers | ](/customers/jenova/)[ | https://www.pinecone.io/customers/ |
| customers | Recommendations | https://www.pinecone.io/customers/ |
| customers | “Pinecone’s slab architecture and Dedicated Read Nodes gave us the speed, consistency, and isolation we needed to run real-time recommendations at scale.” | https://www.pinecone.io/customers/ |
| customers | Carlos Nunez | https://www.pinecone.io/customers/ |
| customers | Vice President of Engineering and Applied AI | https://www.pinecone.io/customers/ |
| customers | ](/customers/zoominfo/)[ | https://www.pinecone.io/customers/ |
| customers | "I would have never tried Pinecone without a cloud-hosted, serverless option. I needed something that I could set up in an afternoon." | https://www.pinecone.io/customers/ |
| customers | William Templeton | https://www.pinecone.io/customers/ |
Independent review sources discovered
| Platform | Status | Discovered source |
|---|---|---|
| discovered_not_scraped | https://console.cloud.google.com/marketplace/product/pinecone-public/pinecone |
Backlink profile
Authority and referring-domain signals.
Backlink comparison profile
- Domain rating: 81/100
- Backlinks: 138,105
- Referring domains: 13,750
- Dofollow backlinks: 75.0%
- Dofollow referring domains: 78.0%
Collection decision
The Scout search index remains intentionally excluded from automatic Scout analysis. This Scout traffic model profile costs 5 credits (0.5 cents) and is included in the first comparison run so its usefulness can be judged before the recurring collection is finalized.
AI visibility
Measured ChatGPT and Google AI mentions with cited sources.
AI-assistant referral traffic
- Estimated current generative-AI referral share: 3.5%
| Month | Traffic share | Source |
|---|---|---|
| — | — | All AI assistants |
| — | — | All AI assistants |
| — | — | All AI assistants |
Website intelligence — Collected evidence
Site-stated AI capabilities
| Page type | Evidence | Source |
|---|---|---|
| identity | Pinecone is the trusted AI knowledge company. Its AI knowledge platform—Database, Nexus, and Marketplace—powers accurate, fast, cost-effective AI for 10,000+ customers and 1M developers worldwide. | https://www.pinecone.io/ |
| identity | The trusted AI knowledge platform where fast, accurate retrieval doesn't get more expensive as it scales. | https://www.pinecone.io/ |
| identity | Pinecone is a fully managed vector database built for AI. Writes are instantly searchable, indexing is automatic, and queries stay fast at any scale. | https://www.pinecone.io/ |
| features | With a 99.95% uptime SLA, Pinecone is trusted by leading startups and enterprises for their production AI applications. | https://www.pinecone.io/product/database/ |
| features | Built for search, recommender systems, and agents. Learn how. | https://www.pinecone.io/product/database/ |
| features | Learn more | https://www.pinecone.io/product/assistant/ |
| features | Managed AI infrastructure with a zero-access operating model | https://www.pinecone.io/product/bring-your-own-cloud/ |
| customers | Pinecone supercharges AI for the world’s leading companies | https://www.pinecone.io/customers/ |
| customers | See how thousands of Pinecone customers are building easily scalable, high performance AI-powered applications. | https://www.pinecone.io/customers/ |
| customers | Vice President of Engineering and Applied AI | https://www.pinecone.io/customers/ |
| customers | "Pinecone is a critical part of our agentic architecture; it powers the retrieval backbone of Aquant AI, including our knowledge agent, which delivers real-time, context-aware guidance to service professionals." | https://www.pinecone.io/customers/ |
| customers | Food technology company Allspice needed a way to solve the inherent "messiness" of recipe and ingredient data that traditional text search could not handle. By implementing Pinecone, Allspice improved ingredient matching accuracy from roughly 20% to 97% and built a functional, AI-powered kitchen operating system that uses semantic matching for ingredients and recipes. Pinecone's developer-friendly setup and managed vector infrastructure let the team validate and ship vector-powered workflows in days, not months, expanding from a single proof of concept to a platform-wide semantic layer. Ultimately, this improved user satisfaction and generated new revenue opportunities for publishers. | https://www.pinecone.io/customers/allspice/ |
| customers | Aquant is an agentic AI platform purpose-built for professionals servicing complex equipment at large manufacturing companies. The platform delivers expert-level answers to users across the entire service journey, from helping to diagnose issues, providing insights-based recommendations, predicting equipment failure, and improving the overall customer experience. As service data and customer demands grew more complex, Aquant needed a new foundation for real-time, domain-specific retrieval. Pinecone delivered the speed, accuracy, scale, and reliability they needed to transform their platform, enabling more intelligent automation, lower operational overhead, and better results for end users. | https://www.pinecone.io/customers/aquant/ |
| customers | [SolutionThe retrieval backbone behind enterprise-grade AI intelligence](#solution) | https://www.pinecone.io/customers/aquant/ |
These are first-party product claims, not independent measurements of AI-search visibility.
Marketing opportunities
Actions calculated directly from the collected evidence.
| Opportunity | Recommended action | Evidence |
|---|---|---|
| Competitor gap | Review the sampled queries where medium.com appears. | 2 first-page appearances across convolutional neural network picture |
Website intelligence — Collected evidence
Website evidence gaps
- reviews: no usable public page was collected; verify whether the site publishes this evidence.
- changes: no usable public page was collected; verify whether the site publishes this evidence.
- technical: no usable public page was collected; verify whether the site publishes this evidence.
Trust and proof
Customers, proof, and reviews
Published proof, customer signals, and review evidence.
Independent reviews
No citation-grounded independent review links were found.
Customer proof
| Proof type | Named customer or source | Evidence |
|---|---|---|
| Case study | Vanguard | customer case study — The team ultimately chose Pinecone as the best solution to meet their use case and requirements. (How Vanguard Worked with Pinecone to Boost Customer Support with Faster Calls and 12% More Accurate Responses / Pinecone) |
Independent mentions
- Simplify, enhance, and evaluate RAG development with Pinecone Assistant, now in public preview / Pinecone — Pinecone Assistant, an API service that securely generates accurate, grounded insights from your proprietary data, ... , thousands of developers have created RAG-based assistants across a broad set ... we’re excited to open the feature to all users with
- Pinecone Assistant / Pinecone — ### Higher accuracy, out of the box Optimized retrieval and reranking deliver grounded answers - tested up to 12% more accurate vs. OpenAI Assistants. ... with security and privacy in mind. Files stay private to each assistant and can be removed at any
- How to build an agentic, chat or RAG knowledge system using Pinecone Assistant / Pinecone — RAG) to enable users to upload documents, ask questions, ... aware responses and power agentic workflows. This guide will help you understand its core functionality, use cases, and workflows, as well as provide insights into optimizing its performance.
- Assembled Delivers Better, Faster AI- Driven Support with Pinecone / Pinecone — The result is a customer support solution that drastically reduces response times while maintaining high-quality interactions. With Assembled Assist, tasks that once took 40 minutes are now completed in just 2 minutes — a ~95% reduction of time, freeing up human agents to focus on more complex issues. ... > “Pinecone was a no-brainer for us. We needed to move quickly, and Pinecone was the leader in the vector database space. Its cost-effectiveness and ease of integration have been significant ad
- InpharmD Redefines Evidence-Based Healthcare with Pinecone / Pinecone — , amounting to approximately 80% savings since using Pinecone. This represents a significant reduction in ... The response time to user inquiries has seen a remarkable 75% reduction, with the ... times faster. This means healthcare professionals receive
- Pinecone Helps Deep Talk Deliver World-Class AI Assistants with Lower Engineering Overhead / Pinecone — > “Pinecone was incredibly easy to use, allowing us to quickly achieve success. We chose it to fulfill the promises we made to our clients with the products we were building.” - Philipp Grothaus, CTO at Deep Talk
- Four features of the Assistant API you aren't using - but should / Pinecone — Last month, we announced Pinecone Assistant had been released for public preview. Pinecone Assistant simplifies complex tasks like data chunking, vector search, embedding, and querying while ensuring privacy and security.
- How TaskUs Uses AI for How TaskUs Reduces Handle Time 20% with Pinecone-Powered TaskGPT / Applied — TaskUs is a leading outsourced digital services company providing next-generation customer experience (CX) for innovative global brands. To move beyond flat-file embedding storage and scaling limitations, TaskUs built TaskGPT—a proprietary GenAI platform—with Pinecone as the core vector database for semantic search, RAG-based knowledge retrieval, and client-specific recommendations. The result: a 20% reduction in average handle time and a 5% increase in customer satisfaction across client deploy
External links were grounded in one live web search. Search snippets are leads, not independently scraped page content; rejected links remain available in Review evidence.
Company, security, and trust
Ownership, policies, security signals, and public trust evidence.
| Signal | Finding | Source |
|---|---|---|
| Company and ownership | Pinecone was founded in 2019 by Edo Liberty. As a research director at AWS and at Yahoo! before that, Edo saw the tremendous power of combining AI models and vector search to dramatically improve applications such as spa | source |
| Contact and support | Contact Us for Pricing | source |
| Legal and privacy | This website utilizes technologies such as cookies to enable essential site functionality, as well as for analytics, personalization, and targeted advertising. Cookie Policy | source |
| Security and compliance | Customer Managed Encryption Keys | source |
| Uptime and status page | Not published on the collected pages. | — |
Not found on the collected pages: uptime and status page. This only means Scout did not find it on the pages it read; it says nothing about the company itself.
Documentation and product updates
Help resources, product guidance, and visible changes over time.
| Resource or update | Type | What is available | Date or freshness |
|---|---|---|---|
| Builder Plan: for the stage between prototype and scale / Pinecone | Release notes | Public product change history. (source) | June 2026 |
Not found in the collected public sources: public roadmap, status page, separate help center or knowledge base.
Technical
Technical and delivery signals
Delivery model, platforms, API, data ownership, reliability claims and release activity.
| Signal | Finding | Source |
|---|---|---|
| Delivery model (cloud, self-hosted, desktop, browser extension) | Pinecone runs on fully managed infrastructure, with bring-your-own-cloud (BYOC) available S73. | S73 |
| Platforms and apps | Not published on the collected pages. | — |
| API and extensibility (API, SDK, webhooks, MCP, plugins) | Assistant is an API service with SDKs, and can be added to workflows as a node S5. | S5 |
| Data ownership and export | Not published on the collected pages. | — |
| Performance and reliability claims | Assistant is optimized for grounded and accurate results, achieving up to 12% better results compared to OpenAI Assistants S5. | S5 |
| Release activity | Not published on the collected pages. | — |
Measured infrastructure
Domain, certificate, and hosting signals, measured directly.
| Signal | Finding |
|---|---|
| First archived | 2017-04-26 — web archive |
| TLS certificate | Let's Encrypt, valid, expires 2027-01-04 |
| Security headers | HSTS |
| Headers not served | CSP, X-Content-Type-Options, X-Frame-Options, Referrer-Policy |
| Server header | Vercel |
| Mail handled by | aspmx.l.google.com, alt1.aspmx.l.google.com |
| Nameservers | ns-1774.awsdns-29.co.uk, ns-316.awsdns-39.com |
Not measurable: rdap: no RDAP server published for .io; rdap: exceeded the overall budget; wayback: exceeded the overall budget; tls: exceeded the overall budget; dns: exceeded the overall budget; headers: exceeded the overall budget. A gap here means the lookup was unavailable, not that the finding is negative.
Technical site audit
A bounded multi-page crawl with page-level issues and URLs.
Scout — Bounded technical crawl
- Pages crawled: 15 of 15 maximum
- Technical health: 93/100
- Critical issues: 0
- Warnings: 17
- Notices: 13
Issues
| Severity | Issue | Value | Affected URL |
|---|---|---|---|
| notice | Meta description length should be reviewed | 196 | https://www.pinecone.io/ |
| warning | Title length should be reviewed | 68 | https://www.pinecone.io/blog/byoc-generally-available/ |
| notice | Meta description length should be reviewed | 196 | https://www.pinecone.io/ |
| notice | Meta description length should be reviewed | 196 | https://www.pinecone.io/product/ |
| notice | Meta description length should be reviewed | 196 | https://www.pinecone.io/enterprise/ |
| warning | Missing canonical URL | — | https://www.pinecone.io/enterprise/ |
| notice | Meta description length should be reviewed | 196 | https://www.pinecone.io/contact/ |
| notice | Meta description length should be reviewed | 184 | https://www.pinecone.io/business/ |
| notice | Meta description length should be reviewed | 196 | https://www.pinecone.io/pricing/ |
| notice | Meta description length should be reviewed | 196 | https://www.pinecone.io/product/nexus/ |
| warning | Title length should be reviewed | 69 | https://www.pinecone.io/how-pinecone-works/ |
| notice | Meta description length should be reviewed | 236 | https://www.pinecone.io/how-pinecone-works/ |
| notice | Meta description length should be reviewed | 196 | https://www.pinecone.io/product/database/ |
| notice | Meta description length should be reviewed | 196 | https://www.pinecone.io/product/dedicated-read-nodes/ |
| notice | Meta description length should be reviewed | 290 | https://www.pinecone.io/product/assistant/ |
| warning | Missing canonical URL | — | https://www.pinecone.io/product/assistant/ |
| notice | Meta description length should be reviewed | 196 | https://www.pinecone.io/security/ |
| warning | Duplicate title in audit sample | 3 | https://www.pinecone.io/ |
| warning | Duplicate title in audit sample | 3 | https://www.pinecone.io/ |
| warning | Duplicate title in audit sample | 3 | https://www.pinecone.io/enterprise/ |
| warning | Duplicate meta description in audit sample | 10 | https://www.pinecone.io/ |
| warning | Duplicate meta description in audit sample | 10 | https://www.pinecone.io/ |
| warning | Duplicate meta description in audit sample | 10 | https://www.pinecone.io/product/ |
| warning | Duplicate meta description in audit sample | 10 | https://www.pinecone.io/enterprise/ |
| warning | Duplicate meta description in audit sample | 10 | https://www.pinecone.io/contact/ |
| warning | Duplicate meta description in audit sample | 10 | https://www.pinecone.io/pricing/ |
| warning | Duplicate meta description in audit sample | 10 | https://www.pinecone.io/product/nexus/ |
| warning | Duplicate meta description in audit sample | 10 | https://www.pinecone.io/product/database/ |
| warning | Duplicate meta description in audit sample | 10 | https://www.pinecone.io/product/dedicated-read-nodes/ |
| warning | Duplicate meta description in audit sample | 10 | https://www.pinecone.io/security/ |
Crawled pages
| Status | Title | H1s | Words | Response | URL |
|---|---|---|---|---|---|
| 200 | The trusted AI knowledge company \ | Pinecone | 1 | 800 | 63 ms |
| 200 | Pinecone BYOC: Trusted AI Knowledge in the Customer Cloud \ | Pinecone | 1 | 1078 | 185 ms |
| 200 | The trusted AI knowledge company \ | Pinecone | 1 | 800 | 163 ms |
| 200 | Pinecone Products \ | Pinecone | 1 | 206 | 253 ms |
| 200 | The trusted AI knowledge company \ | Pinecone | 1 | 613 | 242 ms |
| 200 | Customers \ | Pinecone | 1 | 906 | 498 ms |
| 200 | Contact \ | Pinecone | 1 | 166 | 204 ms |
| 200 | Pinecone for Business Leaders \ | Pinecone | 1 | 1542 | 192 ms |
| 200 | Pricing \ | Pinecone | 1 | 1382 | 178 ms |
| 200 | Pinecone Nexus \ | Pinecone | 1 | 775 | 161 ms |
| 200 | How Pinecone Works: Architecture and Engineering Deep Dive \ | Pinecone | 1 | 2835 | 226 ms |
| 200 | Pinecone Database \ | Pinecone | 1 | 685 | 170 ms |
| 200 | Pinecone Dedicated Read Nodes \ | Pinecone | 1 | 510 | 289 ms |
| 200 | Pinecone Assistant \ | Pinecone | 1 | 289 | 34 ms |
| 200 | Trust and Security \ | Pinecone | 1 | 459 | 162 ms |
This is a bounded Scout crawl. Core Web Vitals and Lighthouse scores are not claimed unless a dedicated performance audit is connected.
Search Console and Analytics
First-party search and behavioral data connection state.
Modeled acquisition channels
| Channel | Estimated share |
|---|---|
| direct | 40.3% |
| search | 38.6% |
| search organic | 37.5% |
| search paid | 1.2% |
| social | 3.0% |
| social organic | 3.0% |
| social paid | 0.0% |
| referrals | 11.1% |
| paid referrals | 0.3% |
| 3.1% | |
| gen ai | 3.5% |
| affiliate | 0.0% |
| other | 0.0% |
First-party connections
| Integration | Status | Data available after connection |
|---|---|---|
| Google Search Console | Not connected | Clicks, impressions, CTR, average position, queries, pages, countries, and devices |
| Google Analytics | Not connected | Organic sessions, engagement, landing pages, conversions, geography, and devices |
No first-party Search Console or Analytics numbers are shown until the site owner authorizes the corresponding Google account. Scout traffic model values above are modeled estimates, not private analytics totals.
Limits and method
Limitations and open questions
Known constraints and missing evidence from the collected pages.
The collected pages do not mention specific competitors or alternative products. Evidence gaps include lack of detailed pricing for Assistant usage, no explicit data export procedures, and no uptime or status page information. Open questions remain about the exact limits of the Starter and Builder plans for Assistant, and the full scope of the Enterprise plan's custom options.
Sources, method, and limitations
Evidence inventory, collection method, provider use, and constraints.
This report is based on 15 collected pages from pinecone.io, including product pages, pricing, company, and blog posts. The evidence catalog includes static and rendered page captures, with external proof search used for verification. Limitations include that some pages were not fully scraped, and external review profiles were not collected. Claims are cited with source tokens S1–S73.
- Official Websitehttps://www.pinecone.io/product/assistant/Verified
- Official Websitehttps://www.pinecone.io/company/Verified
- Official Websitehttps://www.pinecone.io/product/Verified
- Official Websitehttps://www.pinecone.io/product/nexus/Verified
- Official Websitehttps://www.pinecone.io/learn/what-is-similarity-search/Verified
- Pricing Pagehttps://www.pinecone.io/pricing/Verified
- Pricing Pagehttps://www.pinecone.io/blog/builder-plan/Verified
- Pricing Pagehttps://www.pinecone.io/blog/enterprise-plan/Verified
- Pricing Pagehttps://www.pinecone.io/blog/free-plan-update/Verified
- Pricing Pagehttps://www.pinecone.io/blog/updated-free-plan/Verified
- Pricing Pagehttps://www.pinecone.io/blog/v2-pricing/Verified
- Official Websitehttps://www.pinecone.io/blog/april-2024-product-update/Verified
- Official Websitehttps://www.pinecone.io/blog/connect-to-pinecone-within-your-platform/Verified
- Official Websitehttps://www.pinecone.io/blog/dedicated-read-nodes-ga-features/Verified
- Official Websitehttps://www.pinecone.io/blog/july-2024-product-update/Verified
- Articlehttps://www.pinecone.io/blog/pinecone-assistant-for-all/Verified
- Articlehttps://www.pinecone.io/customers/vanguard/Verified
- Articlehttps://www.pinecone.io/learn/pinecone-assistant/Verified
- Articlehttps://www.pinecone.io/customers/assembled/Verified
- Articlehttps://www.pinecone.io/customers/inpharmd/Verified
- Articlehttps://www.pinecone.io/customers/deep-talk/Verified
- Articlehttps://www.pinecone.io/learn/assistant-api-deep-dive/Verified
- Articlehttps://theapplied.co/use-cases/taskus-pinecone-taskgpt-customer-serviceVerified
- Articlehttps://theapplied.co/use-cases/assembled-pinecone-rag-supportVerified
