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    <title>DEV Community: Gurnoor Singh Saini</title>
    <description>The latest articles on DEV Community by Gurnoor Singh Saini (@sainigurnoor511).</description>
    <link>https://dev.to/sainigurnoor511</link>
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      <title>DEV Community: Gurnoor Singh Saini</title>
      <link>https://dev.to/sainigurnoor511</link>
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    <item>
      <title>I built an open-source, self-hosted take on ElevenLabs' Reception.ai</title>
      <dc:creator>Gurnoor Singh Saini</dc:creator>
      <pubDate>Sat, 10 Oct 2026 11:54:28 +0000</pubDate>
      <link>https://dev.to/sainigurnoor511/i-built-an-open-source-self-hosted-take-on-elevenlabs-receptionai-4mjm</link>
      <guid>https://dev.to/sainigurnoor511/i-built-an-open-source-self-hosted-take-on-elevenlabs-receptionai-4mjm</guid>
      <description>&lt;p&gt;The phone rings at a dental clinic while everyone's hands are busy. Nobody picks up. The caller books somewhere else.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Frontdesk.ai&lt;/strong&gt; is an open-source AI receptionist that picks up instead. It answers the call, books the appointment against a real calendar, answers questions from the business's own website, and leaves a transcript, a recording and a summary behind.&lt;/p&gt;

&lt;p&gt;Code: &lt;a href="https://github.com/Sainigurnoor511/frontdesk-ai" rel="noopener noreferrer"&gt;github.com/Sainigurnoor511/frontdesk-ai&lt;/a&gt; (Apache-2.0)&lt;/p&gt;

&lt;h2&gt;
  
  
  Where the idea came from
&lt;/h2&gt;

&lt;p&gt;Frontdesk.ai is inspired by Reception.ai from ElevenLabs. I liked the product and wanted to build an open-source, self-hosted version of it: one you can read, change and run yourself. It is written from scratch, and it is an independent project that is not affiliated with ElevenLabs.&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;It runs on your own system.&lt;/strong&gt; One &lt;code&gt;docker compose up&lt;/code&gt; on your laptop or your server. Your calls, clients and recordings live in your own Supabase project.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;There is no subscription to ElevenLabs,&lt;/strong&gt; and no platform fee to me either. You bring your own API keys for speech and the LLM and pay those providers directly for what you use.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Every part is swappable.&lt;/strong&gt; Change the voice, the model, the prompts or the whole voice engine.&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  What it does
&lt;/h2&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Answers calls&lt;/strong&gt; in a natural voice, in the browser, from a dashboard or a public booking page&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Books appointments&lt;/strong&gt; by checking real availability: business hours, staff hours, time off and existing bookings&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Answers questions&lt;/strong&gt; from the business's website, uploaded files and FAQs&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Writes it all down&lt;/strong&gt;: transcript, recording, summary and outcome for every call&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Sets itself up&lt;/strong&gt;: paste a website URL and it fills in the business profile and services&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  How a call works
&lt;/h2&gt;

&lt;p&gt;A live call is real-time audio over WebRTC, with no job queue in the middle:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight plaintext"&gt;&lt;code&gt;Browser  ⇄  LiveKit room (WebRTC audio)
                 │
          voice worker joins the room
   speech-to-text  →  LLM with tools  →  text-to-speech
                 │
   on hangup: transcript, recording, summary saved
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;The browser asks the server for a room and a token, then connects. A voice worker joins the same room and runs Groq Whisper for speech-to-text, a Groq-hosted LLM for the conversation, and Fish Audio for the voice.&lt;/p&gt;

&lt;p&gt;The agent has three tools: &lt;code&gt;check_availability&lt;/code&gt;, &lt;code&gt;book_appointment&lt;/code&gt; and &lt;code&gt;search_knowledge&lt;/code&gt;. Two rules apply to every tool call:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Arguments are validated with Zod before anything is written.&lt;/strong&gt; Model output never flows straight into the database.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;The business is resolved on the server&lt;/strong&gt;, never from an ID the client sends.&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;If you would rather not run a voice worker, each receptionist can switch to a managed voice agent API with one setting. The tools are written once and both engines use them.&lt;/p&gt;

&lt;h2&gt;
  
  
  The stack
&lt;/h2&gt;

&lt;div class="table-wrapper-paragraph"&gt;&lt;table&gt;
&lt;thead&gt;
&lt;tr&gt;
&lt;th&gt;Layer&lt;/th&gt;
&lt;th&gt;Choice&lt;/th&gt;
&lt;/tr&gt;
&lt;/thead&gt;
&lt;tbody&gt;
&lt;tr&gt;
&lt;td&gt;App&lt;/td&gt;
&lt;td&gt;Next.js 16 (App Router, Server Actions), React 19&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Data and auth&lt;/td&gt;
&lt;td&gt;Supabase: Postgres, row-level security, storage&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Live voice&lt;/td&gt;
&lt;td&gt;LiveKit (WebRTC) + Groq + Fish Audio&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Background jobs&lt;/td&gt;
&lt;td&gt;BullMQ on Redis: website scans, knowledge indexing, webhooks&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;UI&lt;/td&gt;
&lt;td&gt;Tailwind CSS v4, shadcn/ui on Base UI&lt;/td&gt;
&lt;/tr&gt;
&lt;/tbody&gt;
&lt;/table&gt;&lt;/div&gt;

&lt;p&gt;It is multi-tenant: every business only ever sees its own calls, clients and calendar.&lt;/p&gt;

&lt;h2&gt;
  
  
  What is not done yet
&lt;/h2&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;No inbound phone calls yet.&lt;/strong&gt; Calls happen in the browser today. Real phone numbers are the top item on the roadmap.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Cancel and reschedule are not voice tools yet.&lt;/strong&gt; Callers can do both on the booking page.&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  Try it
&lt;/h2&gt;



&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;git clone https://github.com/Sainigurnoor511/frontdesk-ai.git
&lt;span class="nb"&gt;cd &lt;/span&gt;frontdesk-ai
&lt;span class="nb"&gt;cp&lt;/span&gt; .env.example .env.local   &lt;span class="c"&gt;# add your keys&lt;/span&gt;
npx supabase db push
docker compose &lt;span class="nt"&gt;--env-file&lt;/span&gt; .env.local up &lt;span class="nt"&gt;--build&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Open &lt;code&gt;http://localhost&lt;/code&gt;, paste a website, and call your receptionist.&lt;/p&gt;

&lt;p&gt;It is open to contributions. If you try it, tell me what broke and what you would want it to handle next.&lt;/p&gt;

</description>
      <category>ai</category>
      <category>opensource</category>
      <category>webdev</category>
      <category>nextjs</category>
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