# a chatbot for small agencies **There is interest in agency chatbots, but the market looks crowded with generic kits and a few agency-specific demos rather than a clear wedge.** Confidence: medium · 92 signals · checked 2026-08-01 [Full report with live links](https://showsitsworks.com/idea/chatbot-for-small-agencies) ## Who is already building this *From data* - TatarinBlack/ai-runtime-security-sandbox is an active Python repo with 35 stars and a last push on 2026-07-27, but it is a live RAG chatbot security demo, not an agency chatbot product. - [TatarinBlack/ai-runtime-security-sandbox](https://github.com/TatarinBlack/ai-runtime-security-sandbox) `github` — 2026-07-11 - react-chatbot-kit has 35,033 monthly npm downloads and is a customizable React chatbot kit, so it is usage-backed infrastructure that could be adapted for agencies. - [npm: react-chatbot-kit](https://www.npmjs.com/package/react-chatbot-kit) `registries` — 2023-12-16 - n8n-nodes-kipps has 287,074 monthly npm downloads and bundles chatbot, voice agent, and WhatsApp in one node, which suggests strong workflow demand around chatbot integrations. - [npm: n8n-nodes-kipps](https://www.npmjs.com/package/n8n-nodes-kipps) `registries` — 2026-06-29 - @aws-sdk/client-chatbot has 42,847 monthly npm downloads, showing real usage for chatbot-adjacent tooling even though it is not agency-specific. - [npm: @aws-sdk/client-chatbot](https://www.npmjs.com/package/@aws-sdk/client-chatbot) `registries` — 2026-07-31 - There are several small GitHub projects aimed at specific agency contexts, including travel agencies and law-enforcement agencies, but they are tiny, with 2-7 stars each and mostly one-off demos rather than maintained products. - [DEVANAND-JAYARAMAN/Travel-Agency](https://github.com/DEVANAND-JAYARAMAN/Travel-Agency) `github` — 2025-12-10 - [ayusharma03/PoliceMitra](https://github.com/ayusharma03/PoliceMitra) `github` — 2024-09-20 - [MohammedAmine0012/Book_flight_chatbott](https://github.com/MohammedAmine0012/Book_flight_chatbott) `github` — 2025-05-27 - [0xCryptoAngel/ai-chatbot-assistant](https://github.com/0xCryptoAngel/ai-chatbot-assistant) `github` — 2025-07-21 - [MohammedAmine0012/rasa_chat_flight_hotel_booking](https://github.com/MohammedAmine0012/rasa_chat_flight_hotel_booking) `github` — 2025-06-06 - [MujtabaAhmedRaja/TravelAgencyChatbot](https://github.com/MujtabaAhmedRaja/TravelAgencyChatbot) `github` — 2026-03-07 - [LuisAPI/BASA-Chatbot](https://github.com/LuisAPI/BASA-Chatbot) `github` — 2025-07-15 ## What people actually say *From data* - "What are some popular AI chatbots with agency limits and with the option to white-label and resell?" This is a direct HN question about the exact packaging the idea would need. - [Ask HN: White-label AI chatbot for agencies?](https://news.ycombinator.com/item?id=39961224) `hackernews` — 2024-04-07 - "in the last months I've been working on a chatbot agency website, and it's driving me nuts, especially managing the chatbot types for the different account levels." This is a first-hand complaint about the operational complexity of an agency chatbot business. - [What Are You Building? (2025 Projects Hackathon Thread)](https://community.openai.com/t/what-are-you-building-2025-projects-hackathon-thread/1243270/82) `discourse` — 2025-05-01 - "We've been building HYPD for the last 1 year together with a small team in Berlin. It's an AI co-pilot (chatbot) for PPC freelancers and agencies." This shows at least one live builder targeting agencies with a chatbot product. - [Show HN: HYPD – AI co-pilot for marketers running Google Ads](https://news.ycombinator.com/item?id=48119543) `hackernews` — 2026-05-13 - "I started Shimmer in 2022 after my adult ADHD diagnosis, and have shipped several iterations..." This is not about agencies, but it shows HN threads around focused support apps can attract real maker discussion when the use case is specific. - [Launch HN: Indy (YC S21) – A support app designed for ADHD brains](https://news.ycombinator.com/item?id=46648144) `hackernews` — 2026-01-16 ## People asking to be sold to *From data* - "It would be amazing when the planning dept just has you upload a BIM an an AI not only devours the BIM model..." This is a stated want for an AI assistant that handles a specialized workflow, though it is not specifically about agencies. - [French tax officials use AI to spot 20k undeclared pools (2022)](https://news.ycombinator.com/item?id=36271225) `intent` — 2023-06-10 - The HN post asking for white-label, resellable chatbots with agency limits is the clearest buying signal here; it is a person looking for a product category, not just discussing the market. - [Ask HN: White-label AI chatbot for agencies?](https://news.ycombinator.com/item?id=39961224) `hackernews` — 2024-04-07 - Multiple discourse posts are requests for n8n chatbot expertise for agencies and small businesses, which suggests people are paying for implementation work even if not yet for a dedicated SaaS product. - [Looking for experienced N8N Community node developer](https://community.n8n.io/t/looking-for-experienced-n8n-community-node-developer/51024/6) `discourse` — 2025-07-19 - [HIRING: we are looking for a n8n Automation Expert to Build AI Agent Workflows (Freelance)](https://community.n8n.io/t/hiring-we-are-looking-for-a-n8n-automation-expert-to-build-ai-agent-workflows-freelance/132551/13) `discourse` — 2025-07-19 - [Looking for a project-based n8n developer (PH company)](https://community.n8n.io/t/looking-for-a-project-based-n8n-developer-ph-company/129324/5) `discourse` — 2025-07-19 ## Where the opening is *Model estimate* - The signals do not show a polished, maintained product purpose-built for small agencies that combines white-labeling, account-level controls, and client handoff in one place. - [Ask HN: White-label AI chatbot for agencies?](https://news.ycombinator.com/item?id=39961224) `hackernews` — 2024-04-07 - [What Are You Building? (2025 Projects Hackathon Thread)](https://community.openai.com/t/what-are-you-building-2025-projects-hackathon-thread/1243270/82) `discourse` — 2025-05-01 - Most visible alternatives are either generic chatbot kits, workflow nodes, or single-industry demos, so the data does not show a clear agency-native product with repeatable onboarding. - [npm: n8n-nodes-kipps](https://www.npmjs.com/package/n8n-nodes-kipps) `registries` — 2026-06-29 - [npm: react-chatbot-kit](https://www.npmjs.com/package/react-chatbot-kit) `registries` — 2023-12-16 - [DEVANAND-JAYARAMAN/Travel-Agency](https://github.com/DEVANAND-JAYARAMAN/Travel-Agency) `github` — 2025-12-10 - [ayusharma03/PoliceMitra](https://github.com/ayusharma03/PoliceMitra) `github` — 2024-09-20 - [MohammedAmine0012/Book_flight_chatbott](https://github.com/MohammedAmine0012/Book_flight_chatbott) `github` — 2025-05-27 - [MohammedAmine0012/rasa_chat_flight_hotel_booking](https://github.com/MohammedAmine0012/rasa_chat_flight_hotel_booking) `github` — 2025-06-06 - [MujtabaAhmedRaja/TravelAgencyChatbot](https://github.com/MujtabaAhmedRaja/TravelAgencyChatbot) `github` — 2026-03-07 - [LuisAPI/BASA-Chatbot](https://github.com/LuisAPI/BASA-Chatbot) `github` — 2025-07-15 - The complaint about account-level chatbot types suggests a likely gap around multi-tenant management for agencies reselling chatbots to many clients. - [What Are You Building? (2025 Projects Hackathon Thread)](https://community.openai.com/t/what-are-you-building-2025-projects-hackathon-thread/1243270/82) `discourse` — 2025-05-01 ## How big the market might be *Model estimate* - This search found 1 named open-source project and it is active, plus 20 GitHub signals, 15 registry signals, 30 HN signals, 10 Dev.to signals, 9 Discourse signals, 7 Tavily hits, and 1 intent signal. - [npm: n8n-nodes-kipps](https://www.npmjs.com/package/n8n-nodes-kipps) `registries` — 2026-06-29 - [TatarinBlack/ai-runtime-security-sandbox](https://github.com/TatarinBlack/ai-runtime-security-sandbox) `github` — 2026-07-11 - [npm: react-simple-chatbot](https://www.npmjs.com/package/react-simple-chatbot) `registries` — 2019-05-04 - [npm: @aws-sdk/client-chatbot](https://www.npmjs.com/package/@aws-sdk/client-chatbot) `registries` — 2026-07-31 - [Show HN: White-label AI chatbot for agencies](https://news.ycombinator.com/item?id=39906241) `hackernews` — 2024-04-02 - [npm: react-chatbot-kit](https://www.npmjs.com/package/react-chatbot-kit) `registries` — 2023-12-16 - [Ask HN: White-label AI chatbot for agencies?](https://news.ycombinator.com/item?id=39961224) `hackernews` — 2024-04-07 - [opensauria/sauria](https://github.com/opensauria/sauria) `github` — 2026-02-16 - [Show HN: HYPD – AI co-pilot for marketers running Google Ads](https://news.ycombinator.com/item?id=48119543) `hackernews` — 2026-05-13 - [Looking for experienced N8N Community node developer](https://community.n8n.io/t/looking-for-experienced-n8n-community-node-developer/51024/6) `discourse` — 2025-07-19 - [HIRING: we are looking for a n8n Automation Expert to Build AI Agent Workflows (Freelance)](https://community.n8n.io/t/hiring-we-are-looking-for-a-n8n-automation-expert-to-build-ai-agent-workflows-freelance/132551/13) `discourse` — 2025-07-19 - [What Are You Building? (2025 Projects Hackathon Thread)](https://community.openai.com/t/what-are-you-building-2025-projects-hackathon-thread/1243270/82) `discourse` — 2025-05-01 - [npm: @flowengage/react-chatbot](https://www.npmjs.com/package/@flowengage/react-chatbot) `registries` — 2026-07-31 - [bhavish00007/ai-chatbot-agency](https://github.com/bhavish00007/ai-chatbot-agency) `github` — 2026-01-27 - [LuisAPI/BASA-Chatbot](https://github.com/LuisAPI/BASA-Chatbot) `github` — 2025-07-15 - [npm: n8n-nodes-chat-data](https://www.npmjs.com/package/n8n-nodes-chat-data) `registries` — 2025-12-09 - There were 9 first-hand complaints and 1 stated want, but 0 unsolved Stack Exchange questions, so this looks like an active but lightly proven problem space. - [Ask HN: White-label AI chatbot for agencies?](https://news.ycombinator.com/item?id=39961224) `hackernews` — 2024-04-07 - [French tax officials use AI to spot 20k undeclared pools (2022)](https://news.ycombinator.com/item?id=36271225) `intent` — 2023-06-10 - [What Are You Building? (2025 Projects Hackathon Thread)](https://community.openai.com/t/what-are-you-building-2025-projects-hackathon-thread/1243270/82) `discourse` — 2025-05-01 - [Building Virtual Teams by Collaborative Chatbots Architecture](https://community.openai.com/t/building-virtual-teams-by-collaborative-chatbots-architecture/1364147) `discourse` — 2025-10-27 - [Collaborative chatbots pipeline to achieve tasks](https://community.openai.com/t/collaborative-chatbots-pipeline-to-achieve-tasks/1368684) `discourse` — 2025-12-08 - The largest usage signal is n8n-nodes-kipps at 287,074 monthly downloads; other notable package downloads include 42,847 for @aws-sdk/client-chatbot and 35,033 for react-chatbot-kit. - [npm: n8n-nodes-kipps](https://www.npmjs.com/package/n8n-nodes-kipps) `registries` — 2026-06-29 - [npm: @aws-sdk/client-chatbot](https://www.npmjs.com/package/@aws-sdk/client-chatbot) `registries` — 2026-07-31 - [npm: react-chatbot-kit](https://www.npmjs.com/package/react-chatbot-kit) `registries` — 2023-12-16 - Matching community discussion exists on community.n8n.io and community.openai.com, which means the topic is being discussed in product communities, not just in isolated posts. - [AI-Powered Real Estate Chatbot: Intelligent Lead Management & Appointment](https://community.n8n.io/t/ai-powered-real-estate-chatbot-intelligent-lead-management-appointment/228394) `discourse` — 2025-11-29 - [Looking for experienced N8N Community node developer](https://community.n8n.io/t/looking-for-experienced-n8n-community-node-developer/51024/6) `discourse` — 2025-07-19 - [HIRING: we are looking for a n8n Automation Expert to Build AI Agent Workflows (Freelance)](https://community.n8n.io/t/hiring-we-are-looking-for-a-n8n-automation-expert-to-build-ai-agent-workflows-freelance/132551/13) `discourse` — 2025-07-19 - [Looking for a project-based n8n developer (PH company)](https://community.n8n.io/t/looking-for-a-project-based-n8n-developer-ph-company/129324/5) `discourse` — 2025-07-19 - [WP Chatbot PRO with OpenAI for a Real Estate Agency Website](https://community.openai.com/t/wp-chatbot-pro-with-openai-for-a-real-estate-agency-website/860370) `discourse` — 2024-07-09 ## What could go wrong *Model estimate* - This market may be easy to confuse with generic chatbot builders, so a small agency-specific wrapper could be ignored unless it solves multi-client administration better than existing kits. - [npm: n8n-nodes-kipps](https://www.npmjs.com/package/n8n-nodes-kipps) `registries` — 2026-06-29 - [npm: react-chatbot-kit](https://www.npmjs.com/package/react-chatbot-kit) `registries` — 2023-12-16 - [Ask HN: White-label AI chatbot for agencies?](https://news.ycombinator.com/item?id=39961224) `hackernews` — 2024-04-07 - [What Are You Building? (2025 Projects Hackathon Thread)](https://community.openai.com/t/what-are-you-building-2025-projects-hackathon-thread/1243270/82) `discourse` — 2025-05-01 - There is some competition from custom development and workflow experts already selling implementation help, which can delay SaaS adoption. - [Developing Custom Chatbots](https://news.ycombinator.com/item?id=27495046) `hackernews` — 2021-06-13 - [Looking for experienced N8N Community node developer](https://community.n8n.io/t/looking-for-experienced-n8n-community-node-developer/51024/6) `discourse` — 2025-07-19 - [HIRING: we are looking for a n8n Automation Expert to Build AI Agent Workflows (Freelance)](https://community.n8n.io/t/hiring-we-are-looking-for-a-n8n-automation-expert-to-build-ai-agent-workflows-freelance/132551/13) `discourse` — 2025-07-19 - [Looking for a project-based n8n developer (PH company)](https://community.n8n.io/t/looking-for-a-project-based-n8n-developer-ph-company/129324/5) `discourse` — 2025-07-19 - Security and prompt-injection concerns are real around agency chatbots, and the presence of a security demo plus HN discussions about chatbot abuse suggests buyers will ask about controls early. - [TatarinBlack/ai-runtime-security-sandbox](https://github.com/TatarinBlack/ai-runtime-security-sandbox) `github` — 2026-07-11 - [Hacker used Anthropic's Claude chatbot to attack government agencies in Mexico](https://news.ycombinator.com/item?id=47155342) `hackernews` — 2026-02-25 - [UK cybersecurity agency warns of chatbot ‘prompt injection’ attacks](https://news.ycombinator.com/item?id=37316492) `hackernews` — 2023-08-30 - [Government Agencies Raise Alarms About Use of Elon Musk's Grok Chatbot](https://news.ycombinator.com/item?id=47181435) `hackernews` — 2026-02-27 - [California's fire agency made an AI chatbot. Don't ask about evacuation orders](https://news.ycombinator.com/item?id=44511004) `hackernews` — 2025-07-09 ## What to do this week *Model estimate* - Start with one painful wedge: white-label setup, per-client permissioning, and a clean handoff flow for small agencies that resell chatbots to multiple accounts. - [Ask HN: White-label AI chatbot for agencies?](https://news.ycombinator.com/item?id=39961224) `hackernews` — 2024-04-07 - [What Are You Building? (2025 Projects Hackathon Thread)](https://community.openai.com/t/what-are-you-building-2025-projects-hackathon-thread/1243270/82) `discourse` — 2025-05-01 - Talk to people already building on n8n and OpenAI community forums, because those are the clearest places where this workflow is surfacing. - [AI-Powered Real Estate Chatbot: Intelligent Lead Management & Appointment](https://community.n8n.io/t/ai-powered-real-estate-chatbot-intelligent-lead-management-appointment/228394) `discourse` — 2025-11-29 - [Looking for experienced N8N Community node developer](https://community.n8n.io/t/looking-for-experienced-n8n-community-node-developer/51024/6) `discourse` — 2025-07-19 - [HIRING: we are looking for a n8n Automation Expert to Build AI Agent Workflows (Freelance)](https://community.n8n.io/t/hiring-we-are-looking-for-a-n8n-automation-expert-to-build-ai-agent-workflows-freelance/132551/13) `discourse` — 2025-07-19 - [Looking for a project-based n8n developer (PH company)](https://community.n8n.io/t/looking-for-a-project-based-n8n-developer-ph-company/129324/5) `discourse` — 2025-07-19 - [WP Chatbot PRO with OpenAI for a Real Estate Agency Website](https://community.openai.com/t/wp-chatbot-pro-with-openai-for-a-real-estate-agency-website/860370) `discourse` — 2024-07-09 - Ship a narrow MVP that plugs into existing chatbot stacks instead of trying to replace them, since the current signals show kit adoption rather than appetite for a brand-new platform. - [npm: n8n-nodes-kipps](https://www.npmjs.com/package/n8n-nodes-kipps) `registries` — 2026-06-29 - [npm: react-chatbot-kit](https://www.npmjs.com/package/react-chatbot-kit) `registries` — 2023-12-16 - [npm: @aws-sdk/client-chatbot](https://www.npmjs.com/package/@aws-sdk/client-chatbot) `registries` — 2026-07-31 - Validate pricing with agency operators who already complain about managing multiple chatbot types and account levels, because that is the strongest operational pain in the data. - [What Are You Building? (2025 Projects Hackathon Thread)](https://community.openai.com/t/what-are-you-building-2025-projects-hackathon-thread/1243270/82) `discourse` — 2025-05-01 ## Competitor strength | Project | Stars | Downloads/mo | Activity | |---|---:|---:|---| | [TatarinBlack/ai-runtime-security-sandbox](https://github.com/TatarinBlack/ai-runtime-security-sandbox) | 35 | — | active | ## Domain names - `agencychatbot.com` — taken - `agencychatbot.io` — available - `agency.com` — taken - `getagency.com` — taken --- Sources searched: hackernews (30), github (20), githubissues (none), discourse (9), intent (1), stackexchange (none), registries (15), tavily (7), devto (10) Generated by Shows Its Work — https://showsitsworks.com/idea/chatbot-for-small-agencies Findings link to their sources. Estimates are marked as estimates.