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    <title>DEV Community: Arina from Graza.ai</title>
    <description>The latest articles on DEV Community by Arina from Graza.ai (@arina_graza).</description>
    <link>https://dev.to/arina_graza</link>
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      <title>DEV Community: Arina from Graza.ai</title>
      <link>https://dev.to/arina_graza</link>
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    <item>
      <title>Voice AI in 2 Months: Tech Stack, Latency Challenges, and Multilingual Insights</title>
      <dc:creator>Arina from Graza.ai</dc:creator>
      <pubDate>Tue, 29 Jul 2025 13:00:00 +0000</pubDate>
      <link>https://dev.to/arina_graza/voice-ai-in-2-months-tech-stack-latency-challenges-and-multilingual-insights-206e</link>
      <guid>https://dev.to/arina_graza/voice-ai-in-2-months-tech-stack-latency-challenges-and-multilingual-insights-206e</guid>
      <description>&lt;p&gt;We didn’t set out to build Voice AI. We set out to stop missing calls that mattered.&lt;/p&gt;

&lt;p&gt;Constant interruptions vs. missing critical info — that was the problem we faced. We wanted something that handled calls intelligently without adding another app or dashboard.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Our 2-Month Tech Stack&lt;/strong&gt; Graza.ai uses a &lt;a href="https://go.graza.ai/yc" rel="noopener noreferrer"&gt;multi‑provider approach&lt;/a&gt; to balance performance, cost, and reliability while maintaining human-like quality for voice interactions.&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Twilio               – Voice call routing and real‑time communication&lt;/li&gt;
&lt;li&gt;Deepgram             – High‑performance speech‑to‑text transcription&lt;/li&gt;
&lt;li&gt;ElevenLabs           – Natural voice synthesis in 70+ languages&lt;/li&gt;
&lt;li&gt;OpenAI &amp;amp; Anthropic   – Context understanding and human-like responses&lt;/li&gt;
&lt;li&gt;Google AI Services   – AI processing and infrastructure support&lt;/li&gt;
&lt;li&gt;AWS                  – Additional hosting for scalability&lt;/li&gt;
&lt;li&gt;Microsoft Azure      – Backup AI services and flexibility&lt;/li&gt;
&lt;li&gt;Plausible Analytics  – Privacy‑focused, cookie‑less tracking&lt;/li&gt;
&lt;li&gt;Postmark             – Transactional email delivery&lt;/li&gt;
&lt;li&gt;Mailgun – Marketing and broader email capabilities&lt;/li&gt;
&lt;li&gt;Google Cloud &amp;amp; Firebase – Firestore, Functions, and Cloud Storage&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;strong&gt;Big decision&lt;/strong&gt;: We used proven APIs instead of training custom models. It let us ship fast and focus on orchestration logic.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Hard lessons&lt;/strong&gt; Phone audio is brutal. Crystal‑clear tests worked. Real calls? A mess of accents, background noise, and bad connections. We rebuilt our pipeline for real‑world conditions.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Context is everything&lt;/strong&gt; The AI must remember:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Who’s calling and why&lt;/li&gt;
&lt;li&gt;Past conversations&lt;/li&gt;
&lt;li&gt;VIP lists and language preferences&lt;/li&gt;
&lt;li&gt;Current availability&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;Latency kills experience. Even 2–3 second delays felt broken. We cut it down to ~800ms average.&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Multilingual Surprise - Users tested Spanish, Mandarin, and French calls immediately. We hadn’t planned for it, but GPT‑4 handled them well with one simple rule:&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;“Detect the caller’s language and respond naturally in the same language. If uncertain, ask for preference.”&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;What Works After 2 Months&lt;/strong&gt;&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Handles deliveries, sales, and family calls intelligently&lt;/li&gt;
&lt;li&gt;Responds in multiple languages&lt;/li&gt;
&lt;li&gt;Summarizes calls clearly&lt;/li&gt;
&lt;li&gt;No app needed — works through your existing phone&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;strong&gt;Current Beta Performance (Real-World Metrics):&lt;/strong&gt;&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;~900ms average response time (measured end‑to‑end on 50+ calls)&lt;/li&gt;
&lt;li&gt;~92% transcription accuracy in clean conditions (quiet environment)&lt;/li&gt;
&lt;li&gt;~76% accuracy in noisy conditions (mobile calls, background chatter)&lt;/li&gt;
&lt;li&gt;8.3/10 average beta tester satisfaction (small cohort of early users)
We’re actively optimizing latency and noise handling — sub‑500ms and &amp;gt;80% noisy‑call accuracy are our next targets.&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;strong&gt;Mistakes You Can Avoid&lt;/strong&gt;&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Testing only with perfect audio — real calls are messy&lt;/li&gt;
&lt;li&gt;Underestimating context complexity — conversations build on each other&lt;/li&gt;
&lt;li&gt;Skipping observability — when calls fail, you must know where and why&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;strong&gt;Resources That Saved Us Time&lt;/strong&gt;&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Deepgram’s real‑time API docs (excellent)&lt;/li&gt;
&lt;li&gt;OpenAI function calling for structured responses&lt;/li&gt;
&lt;li&gt;Twilio voice webhooks for handling call flows&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;strong&gt;What’s Next&lt;/strong&gt;&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Custom wake words for hands‑free use&lt;/li&gt;
&lt;li&gt;Calendar/email integration for richer context&lt;/li&gt;
&lt;li&gt;Sub‑500ms response times&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;strong&gt;Questions for the Community&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;Try It (And Break It) We’re live in beta — &lt;a href="https://go.graza.ai/yc" rel="noopener noreferrer"&gt;check it out here&lt;/a&gt; — free for now.&lt;/p&gt;

&lt;p&gt;What’s the most useful “invisible” tool you’ve built?&lt;/p&gt;

&lt;p&gt;Sometimes the best tech is the stuff you don’t notice — and that’s exactly what we wanted &lt;a href="https://go.graza.ai/yc" rel="noopener noreferrer"&gt;Graza.ai&lt;/a&gt; to be.&lt;/p&gt;

&lt;p&gt;Always happy to chat about the technical details if anyone's curious about specific parts of the implementation!&lt;/p&gt;

</description>
      <category>buildinpublic</category>
      <category>productivity</category>
      <category>realtimeai</category>
      <category>llminfra</category>
    </item>
    <item>
      <title>We Built an AI That Catches Every Mental Thread You Drop!</title>
      <dc:creator>Arina from Graza.ai</dc:creator>
      <pubDate>Thu, 10 Jul 2025 00:40:15 +0000</pubDate>
      <link>https://dev.to/arina_graza/we-built-an-ai-that-catches-every-mental-thread-you-drop-1i4e</link>
      <guid>https://dev.to/arina_graza/we-built-an-ai-that-catches-every-mental-thread-you-drop-1i4e</guid>
      <description>&lt;p&gt;Mid-2025. We're drowning in AI tools that demand attention.&lt;/p&gt;

&lt;p&gt;We went the opposite direction.&lt;/p&gt;

&lt;p&gt;Graza.ai thinks like you. Only sharper. Every call, message, or email sparks a thought — a mental thread to respond, remind, organize, or follow up. But unlike your brain, Graza.ai never lets those threads drift away:&lt;/p&gt;

&lt;p&gt;🧠 Understands and responds in multiple languages&lt;br&gt;
💼 Built for busy professionals, founders, and remote teams&lt;br&gt;
🚪 Handles deliveries, caller instructions, and distractions&lt;br&gt;
🤖 No app. No learning curve. Just real-world utility&lt;/p&gt;

&lt;p&gt;🎙️ Say It or Type It — Graza Gets It.&lt;/p&gt;

&lt;p&gt;With a single voice or chat command, Graza adapts instantly:&lt;/p&gt;

&lt;p&gt;→ "Warm the greeting"&lt;br&gt;
→ "VIP list: Mom, sis, Frank, Linda"&lt;br&gt;
→ "Send sales calls to Jonathan."&lt;br&gt;
→ "Open the door for deliveries."&lt;br&gt;
→ "Handle Spanish or Mandarin callers"&lt;br&gt;
→ "Block spam"&lt;br&gt;
→ "Summarize important calls"&lt;/p&gt;

&lt;p&gt;🚀 Real-World Utility. Ready in 30 Seconds&lt;/p&gt;

&lt;p&gt;Why This Matters Now&lt;br&gt;
Because in 2025, we don't need more AI that makes us work differently. We need AI that works like we already think—built for people who move fast and can't afford to lose what matters.&lt;/p&gt;

&lt;p&gt;For founders, solopreneurs, remote teams, and anyone who values clarity over chaos.&lt;/p&gt;

&lt;p&gt;Try It&lt;br&gt;
U.S. beta live at graza.ai — free during beta&lt;br&gt;
Try it. Break it. Tell us what you think.&lt;br&gt;
Feedback is gold in beta, especially from devs who understand what we're actually building here.&lt;/p&gt;

&lt;p&gt;What mental threads are you dropping right now? &lt;/p&gt;

&lt;p&gt;_##VoiceAI #FocusTools #MultilingualConcierge #Ai #productivity #Startup #Automation #Voice #GrazaAI #DevTools #AiProductivity _&lt;/p&gt;

</description>
      <category>machinelearning</category>
      <category>productivity</category>
      <category>startup</category>
      <category>webdev</category>
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