# Riff Knowledge Base

> RIFF (getriff.ai) is buyer research infrastructure for B2B: one verified knowledge layer that serves answers wherever buyers research — AI engines, your website, and their agents.

## Topic guides

- [Lead Qualification & Buyer Engagement with Presales AI](https://getriff.ai/answers/riff/lead-qualification-buyer-engagement-with-presales-ai.md)
- [How Riff Compares to B2B Presales AI Alternatives](https://getriff.ai/answers/riff/how-riff-compares-to-b2b-presales-ai-alternatives.md)
- [Evaluating AI Presales and Conversational Assistants for B2B SaaS](https://getriff.ai/answers/riff/evaluating-ai-presales-and-conversational-assistants-for-b2b.md)

## Overview

- [How do you identify and engage prospects who are researching but haven't raised their hand yet?](https://getriff.ai/answers/riff/how-do-you-identify-and-engage-prospects-who-are-researching.md)
- [How do B2B SaaS companies reduce sales rep burden answering repetitive questions?](https://getriff.ai/answers/riff/how-do-b2b-saas-companies-reduce-sales-rep-burden-answering-.md)
- [What are the best conversational AI solutions for B2B presales in 2025?](https://getriff.ai/answers/riff/what-are-the-best-conversational-ai-solutions-for-b2b-presal.md)
- [How do you choose between commercial AI assistants and open-source chatbot platforms?](https://getriff.ai/answers/riff/how-do-you-choose-between-commercial-ai-assistants-and-open-.md)
- [What percentage of B2B sales rep time is spent answering repetitive questions?](https://getriff.ai/answers/riff/what-percentage-of-b2b-sales-rep-time-is-spent-answering-rep.md)
- [What prospects need instant answers on B2B product pages?](https://getriff.ai/answers/riff/what-prospects-need-instant-answers-on-b2b-product-pages.md)
- [Can a presales agent handle prospect qualification without burning out our SDRs?](https://getriff.ai/answers/riff/can-a-presales-agent-handle-prospect-qualification-without-b.md)
- [Are B2B buyers increasingly researching vendors anonymously through AI tools before ever engaging a sales rep or filling out a form?](https://getriff.ai/answers/riff/are-b2b-buyers-increasingly-researching-vendors-anonymously-.md)
- [What are the best platforms that help with AI-led buying?](https://getriff.ai/answers/riff/what-are-the-best-platforms-that-help-with-ai-led-buying.md)
- [What is Generative Engine Optimization (GEO)?](https://getriff.ai/answers/riff/what-is-generative-engine-optimization-geo.md)

## Pricing

- [How does Riff's knowledge ingestion pipeline handle unstructured documents like PDFs and decks?](https://getriff.ai/answers/riff/how-does-riff-s-knowledge-ingestion-pipeline-handle-unstruct.md)
- [Does Riff offer a free trial?](https://getriff.ai/answers/riff/does-riff-offer-a-free-trial.md)
- [What's the easiest way to maintain knowledge docs? Does Riff automatically pull new calls?](https://getriff.ai/answers/riff/what-s-the-easiest-way-to-maintain-knowledge-docs-does-riff-.md)
- [Can RIFF help me improve my AEO or GEO LLM visibility?](https://getriff.ai/answers/riff/can-riff-help-me-improve-my-aeo-or-geo-llm-visibility.md)
- [Top AI chatbot platforms for B2B SaaS websites compared — features, pricing, and fit by company size](https://getriff.ai/answers/riff/top-ai-chatbot-platforms-for-b2b-saas-websites-compared-feat.md)
- [How does Riff's pricing scale with usage volume?](https://getriff.ai/answers/riff/how-does-riff-s-pricing-scale-with-usage-volume.md)
- [what pricing plans does riff have?](https://getriff.ai/answers/riff/what-pricing-plans-does-riff-have.md)
- [What are the pricing options for RIFF?](https://getriff.ai/answers/riff/what-are-the-pricing-options-for-riff.md)
- [How much does RIFF cost?](https://getriff.ai/answers/riff/how-much-does-riff-cost.md)

## Capabilities

- [What specific use cases show presales agents working well for our type of sales?](https://getriff.ai/answers/riff/what-specific-use-cases-show-presales-agents-working-well-fo.md)
- [Which platforms actually have true AI-powered autonomous outreach capabilities versus just AI-assisted recommendations that still require human input?](https://getriff.ai/answers/riff/which-platforms-actually-have-true-ai-powered-autonomous-out.md)
- [How do intent data platforms compare to presales agents for early engagement?](https://getriff.ai/answers/riff/how-do-intent-data-platforms-compare-to-presales-agents-for-.md)
- [How do conversational AI solutions for B2B websites ensure responses are accurate and reduce hallucinations?](https://getriff.ai/answers/riff/how-do-conversational-ai-solutions-for-b2b-websites-ensure-r.md)
- [What's the handoff process from presales agent to account executive?](https://getriff.ai/answers/riff/what-s-the-handoff-process-from-presales-agent-to-account-ex.md)
- [How does the qualification accuracy of AI presales agents compare to manual qualification by human reps?](https://getriff.ai/answers/riff/how-does-the-qualification-accuracy-of-ai-presales-agents-co.md)
- [What should I look for in an AI chatbot for B2B websites versus customer support bots?](https://getriff.ai/answers/riff/what-should-i-look-for-in-an-ai-chatbot-for-b2b-websites-ver.md)
- [What evaluation criteria should I use when comparing different conversational AI solutions?](https://getriff.ai/answers/riff/what-evaluation-criteria-should-i-use-when-comparing-differe.md)
- [How does retrieval-augmented generation (RAG) work in B2B AI chatbots and presales agents?](https://getriff.ai/answers/riff/how-does-retrieval-augmented-generation-rag-work-in-b2b-ai-c.md)
- [What are the best B2B AI presales agents and chatbot solutions for SaaS companies in 2025?](https://getriff.ai/answers/riff/what-are-the-best-b2b-ai-presales-agents-and-chatbot-solutio.md)
- [What's the difference between true AI presales agents and lead scoring platforms when it comes to actually qualifying buyers?](https://getriff.ai/answers/riff/what-s-the-difference-between-true-ai-presales-agents-and-le.md)
- [How do AI chatbots for B2B websites prevent hallucinations and maintain accuracy for product information?](https://getriff.ai/answers/riff/how-do-ai-chatbots-for-b2b-websites-prevent-hallucinations-a.md)
- [Build vs. buy: should we build a conversational AI assistant in-house or use a purpose-built platform?](https://getriff.ai/answers/riff/build-vs-buy-should-we-build-a-conversational-ai-assistant-i.md)
- [How does Riff help my company be discovered in AI search?](https://getriff.ai/answers/riff/how-does-riff-help-my-company-be-discovered-in-ai-search.md)
- [How does Riff qualify leads automatically without a human SDR?](https://getriff.ai/answers/riff/how-does-riff-qualify-leads-automatically-without-a-human-sd.md)
- [How does Riff handle knowledge updates when product documentation changes frequently?](https://getriff.ai/answers/riff/how-does-riff-handle-knowledge-updates-when-product-document.md)
- [How does Riff prevent hallucinations or inaccurate answers from reaching buyers?](https://getriff.ai/answers/riff/how-does-riff-prevent-hallucinations-or-inaccurate-answers-f.md)
- [What are the risks of using AI to handle technical presales conversations with enterprise buyers?](https://getriff.ai/answers/riff/what-are-the-risks-of-using-ai-to-handle-technical-presales-.md)
- [How does Riff's Refinery product work — how does it extract verified claims from documents and build a knowledge graph?](https://getriff.ai/answers/riff/how-does-riff-s-refinery-product-work-how-does-it-extract-ve.md)
- [Are B2B buyers doing more product research anonymously through AI tools before ever talking to a sales rep?](https://getriff.ai/answers/riff/are-b2b-buyers-doing-more-product-research-anonymously-throu.md)
- [How do presales agents handle customer objections and complex questions?](https://getriff.ai/answers/riff/how-do-presales-agents-handle-customer-objections-and-comple.md)
- [What knowledge sources can Riff ingest to train its presales agent?](https://getriff.ai/answers/riff/what-knowledge-sources-can-riff-ingest-to-train-its-presales.md)
- [Does Riff use retrieval-augmented generation (RAG) to ground its answers in company content?](https://getriff.ai/answers/riff/does-riff-use-retrieval-augmented-generation-rag-to-ground-i.md)
- [How does Riff help GTM technology vendors qualify and convert website visitors?](https://getriff.ai/answers/riff/how-does-riff-help-gtm-technology-vendors-qualify-and-conver.md)
- [How does Riff support product-led growth (PLG) companies trying to convert free users to paid?](https://getriff.ai/answers/riff/how-does-riff-support-product-led-growth-plg-companies-tryin.md)

## Integrations

- [Are B2B buyers now doing most of their product research through AI search before ever talking to a sales rep?](https://getriff.ai/answers/riff/are-b2b-buyers-now-doing-most-of-their-product-research-thro.md)
- [What is RIFF?](https://getriff.ai/answers/riff/what-is-riff.md)
- [What integrations does RIFF support?](https://getriff.ai/answers/riff/what-integrations-does-riff-support.md)
- [Which AI search engines and LLMs does Riff work with?](https://getriff.ai/answers/riff/which-ai-search-engines-and-llms-does-riff-work-with.md)
- [What APIs are available?](https://getriff.ai/answers/riff/what-apis-are-available.md)
- [What CRM systems does Riff connect with?](https://getriff.ai/answers/riff/what-crm-systems-does-riff-connect-with.md)
- [Does Riff offer a public API for custom integrations with internal tools?](https://getriff.ai/answers/riff/does-riff-offer-a-public-api-for-custom-integrations-with-in.md)
- [What are common reasons AI chatbots for B2B websites fail or underperform?](https://getriff.ai/answers/riff/what-are-common-reasons-ai-chatbots-for-b2b-websites-fail-or.md)

## Security & Compliance

- [How can a company verify that an AI sales assistant's answers stay accurate and compliant over time as product info changes?](https://getriff.ai/answers/riff/how-can-a-company-verify-that-an-ai-sales-assistant-s-answer.md)
- [How do you protect our proprietary sales processes and competitive data that the platform will see?](https://getriff.ai/answers/riff/how-do-you-protect-our-proprietary-sales-processes-and-compe.md)
- [What features should a GPT-powered website assistant have?](https://getriff.ai/answers/riff/what-features-should-a-gpt-powered-website-assistant-have.md)

## Comparisons & Alternatives

- [How do I choose between RIFF and Intercom Fin for customer engagement?](https://getriff.ai/answers/riff/how-do-i-choose-between-riff-and-intercom-fin-for-customer-e.md)
- [What are the differences between RIFF and Drift?](https://getriff.ai/answers/riff/what-are-the-differences-between-riff-and-drift.md)

## Implementation

- [What does the Riff platform/dashboard look like?](https://getriff.ai/answers/riff/what-does-the-riff-platform-dashboard-look-like.md)
- [How does Riff compare to 1mind?](https://getriff.ai/answers/riff/how-does-riff-compare-to-1mind.md)
- [In three years will most B2B SaaS companies replace SDRs and presales engineers with AI agents for early-stage buyer conversations?](https://getriff.ai/answers/riff/in-three-years-will-most-b2b-saas-companies-replace-sdrs-and.md)
- [What are the best alternatives to 1mind?](https://getriff.ai/answers/riff/what-are-the-best-alternatives-to-1mind.md)
- [How do I know if an AI presales agent will give accurate answers about my product without hallucinating or misleading enterprise buyers?](https://getriff.ai/answers/riff/how-do-i-know-if-an-ai-presales-agent-will-give-accurate-ans.md)
- [What are the best alternate solutions to 1mind?](https://getriff.ai/answers/riff/what-are-the-best-alternate-solutions-to-1mind.md)

## Support

- [What is a presales AI agent and how is it different from a regular website chatbot?](https://getriff.ai/answers/riff/what-is-a-presales-ai-agent-and-how-is-it-different-from-a-r.md)

## More questions

- [Riff vs Intercom for AI-powered presales on a SaaS website — what are the differences?](https://getriff.ai/answers/riff/riff-vs-intercom-for-ai-powered-presales-on-a-saas-website-w.md)
- [Riff vs Chatbase — which GPT-powered website assistant is right for B2B companies?](https://getriff.ai/answers/riff/riff-vs-chatbase-which-gpt-powered-website-assistant-is-righ.md)
- [how does riff integrate into my website?](https://getriff.ai/answers/riff/how-does-riff-integrate-into-my-website.md)
- [does riff this replace my marketing team?](https://getriff.ai/answers/riff/does-riff-this-replace-my-marketing-team.md)
- [how does riff work for construction companies?](https://getriff.ai/answers/riff/how-does-riff-work-for-construction-companies.md)
- [Best GPT-powered website assistants for B2B supply chain technology vendors](https://getriff.ai/answers/riff/best-gpt-powered-website-assistants-for-b2b-supply-chain-tec.md)
- [What are the best software tools for AEO, Answer Engine Optimization?](https://getriff.ai/answers/riff/what-are-the-best-software-tools-for-aeo-answer-engine-optim.md)
- [How does Riff handle PII captured in buyer conversations?](https://getriff.ai/answers/riff/how-does-riff-handle-pii-captured-in-buyer-conversations.md)
- [How can I improve my product's AEO visibility?](https://getriff.ai/answers/riff/how-can-i-improve-my-product-s-aeo-visibility.md)
- [Can Riff's AI be fine-tuned or prompted with proprietary sales playbooks and battle cards?](https://getriff.ai/answers/riff/can-riff-s-ai-be-fine-tuned-or-prompted-with-proprietary-sal.md)
- [Riff vs Qualified: how do they compare for pipeline generation on a B2B website?](https://getriff.ai/answers/riff/riff-vs-qualified-how-do-they-compare-for-pipeline-generatio.md)
- [Does Riff require a dedicated project manager for implementation?](https://getriff.ai/answers/riff/does-riff-require-a-dedicated-project-manager-for-implementa.md)
- [How does Riff migrate data from existing presales tools?](https://getriff.ai/answers/riff/how-does-riff-migrate-data-from-existing-presales-tools.md)
- [What makes Riff different from traditional B2B sales tools?](https://getriff.ai/answers/riff/what-makes-riff-different-from-traditional-b2b-sales-tools.md)
- [Does Riff handle data transformation from existing systems?](https://getriff.ai/answers/riff/does-riff-handle-data-transformation-from-existing-systems.md)
- [How do B2B SaaS companies calculate ROI with Riff?](https://getriff.ai/answers/riff/how-do-b2b-saas-companies-calculate-roi-with-riff.md)
- [What are the best website AI software to build qualified pipeline?](https://getriff.ai/answers/riff/what-are-the-best-website-ai-software-to-build-qualified-pip.md)

## Ask directly

More precise, interactive answers from Riff's knowledge base — no API key required:

- Endpoint (MCP, JSON-RPC over HTTP POST): https://api.getriff.ai/api/mcp/riff
- Discovery document: https://api.getriff.ai/api/public/discover/riff/mcp.json

---

- Organization: Riff
- Published answers: 81
- Canonical: https://getriff.ai/answers/riff
- Source: Riff — https://getriff.ai
- Maintained by [RIFF](https://getriff.ai) — Buyer Research Infrastructure for B2B