Automat-it

We empower fast-paced startups to grow, deliver & win with strategic, hands-on cloud DevOps & FinOps.

[Automat-it @AutomatitDevOps]

Going to re:Invent? Have an AI question, challenge, or opportunity you need help with?

Guarantee time with Automat-it's AWS and AI experts at our exclusive Meeting Suite at The Venetian.

We can promise:
Actionable advice and insights experts who have seen and built it all before
An oasis of quiet away from the busy conference floor and sessions
Free coffee!

Choose your time between November 30 and December 1 before they're gone!

https://t.co/DHXEgOH8Nt

[Automat-it @AutomatitDevOps]

Conversations and views you will remember, on a rooftop above Caesars Palace...

Join us at 𝗦𝘁𝗮𝗿𝘁𝘂𝗽𝘀 𝗔𝗳𝘁𝗲𝗿 𝗗𝗮𝗿𝗸, 𝗔𝘂𝘁𝗼𝗺𝗮𝘁-𝗶𝘁'𝘀 𝗺𝘂𝘀𝘁 𝗮𝘁𝘁𝗲𝗻𝗱 𝗲𝘃𝗲𝗻𝘁 𝗮𝘁 𝗿𝗲:𝗜𝗻𝘃𝗲𝗻𝘁 𝟮𝟬𝟮𝟲.

Meet founders, builders, and the AWS community, and enjoy the Las Vegas skyline.

📅 𝗧𝘂𝗲𝘀𝗱𝗮𝘆, 𝗗𝗲𝗰𝗲𝗺𝗯𝗲𝗿 𝟭 | 🕖 𝟳-𝟭𝟬 𝗣𝗠
👉 𝗦𝗽𝗼𝘁𝘀 𝗮𝗿𝗲 𝗹𝗶𝗺𝗶𝘁𝗲𝗱. 𝗥𝗦𝗩𝗣 𝗻𝗼𝘄: https://t.co/Rzy2mc5h3e

[Automat-it @AutomatitDevOps]

☕ Next week in Tel Aviv - Breakfast & Learn with AWS & Automat-it.
🎯 "𝗡𝗼𝘁 𝗘𝘃𝗲𝗿𝘆 𝗔𝗴𝗲𝗻𝘁 𝗦𝘁𝗲𝗽 𝗡𝗲𝗲𝗱𝘀 𝗮𝗻 𝗟𝗟𝗠: 𝗧𝘆𝗽𝗲𝗱 𝗗𝗲𝗰𝗶𝘀𝗶𝗼𝗻𝘀 𝘄𝗶𝘁𝗵 𝗝𝗲𝘃"

Which team owns a ticket? Which tool should the agent call next? Is this evidence enough? These aren't generation problems. They are decisions.

Find out where a typed decision model beats an LLM on cost, speed & predictability. Leave knowing...

1️⃣ What Jev is - the typed decision model from TypeSafe AI that everyone's been talking about since September
2️⃣ Six reusable patterns - Route, Judge, Rank, Filter, Control, Map - powered by three simple question types
3️⃣ A clear go/no-go framework - the metrics and four gates to clear before you ship a decision model

🎙️ With Gili Nachum (Principal AI Solutions Architect, AWS) & Nir Shney-Dor (VP of Global Solutions Architecture, Automat-it)
📅 𝗠𝗼𝗻𝗱𝗮𝘆, 𝗡𝗼𝘃𝗲𝗺𝗯𝗲𝗿 𝟭𝟲, 𝟮𝟬𝟮𝟲 | 𝟵:𝟯𝟬 𝗔𝗠 📍 𝗔𝗪𝗦 𝗢𝗳𝗳𝗶𝗰𝗲, 𝗔𝘇𝗿𝗶𝗲𝗹𝗶 𝗦𝗮𝗿𝗼𝗻𝗮, 𝗧𝗲𝗹 𝗔𝘃𝗶𝘃
💡 Bring one real decision from your product. The session is built around live examples.
👉 Register: https://t.co/N28c607VLv (https://t.co/N28c607VLv)

[Automat-it @AutomatitDevOps]

When AI can write, test and ship code, what is engineering actually for? And how do you turn it into the engine that speeds up your company's growth? 🚀

We're hosting a private dinner in Tel Aviv for startup Founders, CEOs and CTOs to talk about it openly. Our guest is Eran Tzayzler, VP of R&D, Product & Support at Cymulate. He's led his teams from traditional development to building with AI at the core, and he'll share what changed and how it moved the business forward.

Over dinner we'll cover: 
🔹 Why adding AI tools to an old development process stalls 
🔹 Getting AI out of pilots and into production 
🔹 Making R&D a driver of product speed and revenue, not a cost center 
🔹 The metrics that show it's working
It's off the record, with no slides, and seats are limited.

🗓️ 𝗪𝗲𝗱𝗻𝗲𝘀𝗱𝗮𝘆, 𝗗𝗲𝗰𝗲𝗺𝗯𝗲𝗿 𝟭𝟲 | 𝟭𝟵:𝟬𝟬-𝟮𝟮:𝟬𝟬
📍 '𝗮' 𝗥𝗲𝘀𝘁𝗮𝘂𝗿𝗮𝗻𝘁, 𝗗𝗲𝗿𝗲𝗰𝗵 𝗠𝗲𝗻𝗮𝗰𝗵𝗲𝗺 𝗕𝗲𝗴𝗶𝗻 𝟭𝟮𝟭, 𝗧𝗲𝗹 𝗔𝘃𝗶𝘃

Save your seat 👉 https://t.co/ENLXBfM4Nc

[Automat-it @AutomatitDevOps]

re:Invent is the perfect place to find solutions to your AI needs. But the expo floor isn't the perfect environment. That's where Automat-it's Meeting Suite at The Venetian comes in.

Book a 20-minute meeting between November 30 and December 1 with our experts away from the noise. We provide the setting, the coffee, and the expertise.

Secure your time: https://t.co/OTbmiv71tY

[Automat-it @AutomatitDevOps]

Your GenAI feature is live. Your AWS bill keeps climbing. Can you prove it’s paying for itself? 💸

Most teams can’t. McKinsey surveyed 1,700+ business leaders, and only 6% of companies say AI drives 5%+ of their operating profit.

Part of the problem: the fastest model, the cheapest model and the most accurate model are rarely the same one. A public leaderboard won’t tell you which fits your workload. Every pound spent on the wrong model is runway you don’t get back.

In this Automat-it webinar, Aleksandra Jovovic, Senior AWS Solutions Architect at Automat-it, and host Boaz Ziniman will show you how to:
✅ Benchmark models on your own data, not someone else’s
✅ Route each task to the right model for cost and quality
✅ Report AI ROI in numbers your finance team trusts

🎙️ Cloud Costs: Where Architecture Meets the Commercial Layer
🗓️ Monday, 23 November · 3pm CET 📍 Live on Zoom - Can’t make it live? Register and we’ll send you the recording.

👉 https://t.co/GbLQYPjVOi

[Automat-it @AutomatitDevOps]

Every AWS service charges you for something. Networking bills for movement. Compute bills for potential. AI bills for context. Databases bill for 𝘀𝘁𝗮𝘁𝗲, and that’s the one thing nobody wants to touch.

In his new blog, ‘𝗧𝗵𝗲 𝗥𝗲𝗹𝗮𝘁𝗶𝗼𝗻𝗮𝗹 𝗠𝗼𝗻𝗲𝘆 𝗣𝗶𝘁’, Tamir Kafri-Djerassi, FinOps Analyst at Automat-it and AWS Gold Jacket owner, breaks down three RDS and Aurora cost traps and how to fix them without risking reliability.

Start with a quick self-audit:
1️⃣ 𝗜𝘀 𝗜/𝗢 𝗺𝗼𝗿𝗲 𝘁𝗵𝗮𝗻 ~𝟮𝟱% 𝗼𝗳 𝘆𝗼𝘂𝗿 𝗔𝘂𝗿𝗼𝗿𝗮 𝘀𝗽𝗲𝗻𝗱?
2️⃣ 𝗗𝗼 𝘆𝗼𝘂𝗿 𝗱𝗲𝘃 𝗮𝗻𝗱 𝘀𝘁𝗮𝗴𝗶𝗻𝗴 𝗰𝗹𝘂𝘀𝘁𝗲𝗿𝘀 𝗻𝗲𝘃𝗲𝗿 𝘀𝗹𝗲𝗲𝗽?
3️⃣ 𝗔𝗿𝗲 𝘆𝗼𝘂 𝘀𝘁𝗶𝗹𝗹 𝗼𝗻 𝗴𝗽𝟮 𝗼𝗿 𝗶𝗼𝟭?

If you answered yes to any of them, you’re probably paying to keep idle state warm. Tamir’s guide shows you how to stop, with Terraform and CLI fixes you can use right away. 👇

https://t.co/ZIG5ChQ4dA

[Automat-it @AutomatitDevOps]

Don't wake up on December 2 with FOMO. Add your name to the guest list for Startups After Dark - the can't miss party of re:Invent 2026.

We are taking over the OMNIA Terrace above Caesars Palace for the rooftop party with a difference. You'll be with AWS execs, founders and tech leaders, with handcrafted cocktails and the Las Vegas Strip below you.

Get on the guest list before it fills up: https://t.co/w7Wr8oUTVt

[Automat-it @AutomatitDevOps]

Black tie, big ideas and a room full of innovators. That was the Spicehaus Gründerball Zurich 2026. 🥂

As sponsors, we joined around 200 founders, investors, and partners shaping Switzerland’s startup scene.

Over the night we talked through what Swiss startups are building in AI, robotics, climate tech, MedTech and more, met new faces from the local ecosystem and caught up with familiar ones.

Thank you to Spicehaus for hosting a standout evening, and to our AWS friends for joining us at the table. 🇨🇭

[Automat-it @AutomatitDevOps]

Everyone is talking about Jev! Join our Breakfast & Learn on November 16 and learn why and where the typed decision model wins on speed, cost & predictability.

🎯 "𝗡𝗼𝘁 𝗘𝘃𝗲𝗿𝘆 𝗔𝗴𝗲𝗻𝘁 𝗦𝘁𝗲𝗽 𝗡𝗲𝗲𝗱𝘀 𝗮𝗻 𝗟𝗟𝗠: 𝗧𝘆𝗽𝗲𝗱 𝗗𝗲𝗰𝗶𝘀𝗶𝗼𝗻𝘀 𝘄𝗶𝘁𝗵 𝗝𝗲𝘃"

Stop paying LLM latency and cost for what's really a label. Learn the 6 patterns that power it: Route, Judge, Rank, Filter, Control, Map.

🎙️ With Gili Nachum (Principal AI SA, AWS) & Nir Shney-Dor (VP Global SA, Automat-it)
📅 Monday, November 16, 2026 | 9:30 AM • Limited seats 
💡 Bring one real decision from your product. The session is built around live examples.

👉 Register: https://t.co/8MrdjJkRJ7

[Automat-it @AutomatitDevOps]

Question: Where's the best place at re:Invent 2026 to talk about taking AI into production at?
Answer: Automat-it's Meeting Suite at The Venetian

Find some calm away from the expo floor, grab a coffee, and talk with experts about your plans, AI ambitions, and potential hurdles.

Book your space between Nov 30 and Dec 1: https://t.co/dGiYDLpdul

[Automat-it @AutomatitDevOps]

10,000 users. A 4,000-token system prompt...That’s 40 million identical tokens you pay Bedrock to read again every day. 🤯

Tamir Kafri, FinOps Analyst at Automat-it and AWS Gold Jacket owner, calls this the “Amnesic Prompt Tax.” It’s one of three patterns he keeps finding when he looks at GenAI bills on AWS.

The other two:
- 𝗢𝗻𝗲 𝗳𝗿𝗼𝗻𝘁𝗶𝗲𝗿 𝗺𝗼𝗱𝗲𝗹 𝗳𝗼𝗿 𝗲𝘃𝗲𝗿𝘆𝘁𝗵𝗶𝗻𝗴. Teams send intent classification and JSON extraction to the same top-tier model that writes the final answer.
- 𝗚𝗣𝗨 𝗲𝗻𝗱𝗽𝗼𝗶𝗻𝘁𝘀 𝘁𝗵𝗮𝘁 𝗻𝗲𝘃𝗲𝗿 𝘀𝗹𝗲𝗲𝗽. Internal and batch workloads often run on SageMaker real-time endpoints that sit idle more than 70% of the month.

The usual fix for the prompt problem is prompt caching: add a cachePoint to your Converse call, and cached input can cost up to 90% less. But there’s a catch. Each model has a minimum prompt length for caching. If your prompt is shorter than that, Bedrock skips caching without any error and charges full price, while you assume you’re saving.

🎓 𝗥𝗲𝗮𝗱 𝗧𝗮𝗺𝗶𝗿'𝘀 '𝗣𝗿𝗮𝗰𝘁𝗶𝗰𝗮𝗹 𝗚𝘂𝗶𝗱𝗲 𝘁𝗼 𝗔𝗪𝗦 𝗚𝗲𝗻𝗲𝗿𝗮𝘁𝗶𝘃𝗲 𝗔𝗜 𝗖𝗼𝘀𝘁 𝗢𝗽𝘁𝗺𝗶𝘇𝗮𝘁𝗶𝗼𝗻' 𝘁𝗼 𝘂𝗻𝗱𝗲𝗿𝘀𝘁𝗮𝗻𝗱:
- How to tell whether caching pays off with the default 5-minute cache window (the break-even hit rate is lower than most people guess)
- Routing each request to the cheapest model that’s good enough, with boto3 code
- Why “just go serverless” doesn’t work for GPU models, and what to do instead

If your AI spend went up last quarter and you can’t say exactly why, it’s worth 10 minutes of your time.

👉 https://t.co/ERbfiyvh1Y

[Automat-it @AutomatitDevOps]

That’s a wrap on Tech1! 🎉

We had two great days connecting with founders, CTOs, and engineering leaders. Most conversations came back to the same question: how do you get more out of the cloud as you scale?

At the booth, we talked a lot about how Automat-it can help deliver:
☁️ Cloud migration without the headaches
💸 Cost optimization that extends your runway
🤖 Moving AI from proof of concept into production

A highlight was the roundtable hosted by Oded Harel, “Go-to-Market at Cloud Speed.” Tech leaders had an honest, peer-to-peer conversation about:
💰 Unlocking AWS startup credits and funding programs
🔒 Getting SOC 2 / ISO compliance-ready before your next round
⚠️ Avoiding the architecture and cloud-spend mistakes that kill runway

Thank you to everyone who stopped by. If we didn’t get to talk, or you want to pick up where we left off, get in touch: https://t.co/svjc7cAMq1

[Automat-it @AutomatitDevOps]

Automat-it is teaming up with Mashup, SNØCAP and Danske Growth for the Secret Karaoke Club, an exclusive Slush side event in Helsinki! 🇫🇮

This event is designed for founders, investors and startup leaders across the tech ecosystem. 

Join us on Wednesday 18 November at 9pm for a night of great drinks, high-impact conversations and karaoke at Åke Karaoke. Expect top-tier people, private karaoke rooms and be ready to grab the mic and unleash your inner rockstar!  🎤🎶

Spaces are limited. Register here: https://t.co/r94LNJTudg

[Automat-it @AutomatitDevOps]

The Automat-it team is at Expo TLV today - come find us at the booth 🚀

Come meet our team and discover how we help companies scale with confidence, from cloud foundations and FinOps to production-grade Agentic AI workflows on AWS.

Have a question on anything from cost optimizatio to GenAI (or anywhere inbetween) we'd love to chat.

🎁 Try our "Crack-the-Code" booth activity. Solve the challenge and win a cool Apple gadget!

📍 Automat-it Booth | Expo TLV

Stop by - we're here all day! 🤝

[Automat-it @AutomatitDevOps]

Introducing the winners of our Automat-it Dream Holiday Giveaway, selected from entrants across 10 AWS Summits in 2026…try not to be too jealous! 🏖️😉

Each winner is currently busy designing their €20,000 getaway with the help of Connie, our agentic travel concierge built by Automat-it’s AI experts.

Let's hear it for:
🎉 Axel Lindner 🎉
🎉 Julio Roldán of CuidaCasa 🎉
🎉 Tamir Kahalany of Brinker 🎉  

We cannot wait to see where you spend this once-in-a-lifetime trip!

𝗤𝘂𝗲𝘀𝘁𝗶𝗼𝗻 𝗳𝗼𝗿 𝘁𝗵𝗲 𝗰𝗼𝗺𝗺𝗲𝗻𝘁𝘀: Where would you go if you had €20,000 to spend on a trip

[Automat-it @AutomatitDevOps]

How are you spending December 1?

Join Automat-it at the iconic OMNIA in Las Vegas for Startups After Dark - The re:Invent night for leaders building real AI.

Founders, CTOs, and AWS teams. One rooftop. Zero sales pitches.

RSVP: https://t.co/AR5EdJInBl

[Automat-it @AutomatitDevOps]

After three days in Barcelona with AWS’s ISV leadership 🇪🇸, here are three takeaways (and one awesome video):

𝟭. 𝗧𝗵𝗲 𝗯𝗲𝘀𝘁 𝗰𝗼𝗻𝘃𝗲𝗿𝘀𝗮𝘁𝗶𝗼𝗻𝘀 𝗱𝗼𝗻’𝘁 𝗮𝗹𝘄𝗮𝘆𝘀 𝗵𝗮𝗽𝗽𝗲𝗻 𝗶𝗻 𝗮 𝗺𝗲𝗲𝘁𝗶𝗻𝗴 𝗿𝗼𝗼𝗺 🍷
Our “Asta La ISVista” leadership dinner at Casa Batlló was as iconic as it sounds. 🐉 There were no pitches or slides, and some of the best ideas of the week came over dinner. 💡

𝟮. 𝗚𝗼𝗼𝗱 𝗮𝗻𝘀𝘄𝗲𝗿𝘀 𝗰𝗼𝗺𝗲 𝗳𝗮𝘀𝘁𝗲𝗿 𝘄𝗵𝗲𝗻 𝘆𝗼𝘂 𝘄𝗼𝗿𝗸 𝗼𝗻 𝘁𝗵𝗲𝗺 𝘁𝗼𝗴𝗲𝘁𝗵𝗲𝗿 🤝
With our AWS partners, we dug into what customers need most, from taking GenAI from prototype to production to scaling efficiently as they grow. We’re bringing home ideas we can use right away.

𝟯. 𝗜𝗦𝗩𝘀 𝗮𝗿𝗲 𝗿𝗲𝗮𝗱𝘆 𝘁𝗼 𝗺𝗼𝘃𝗲 𝗳𝗮𝘀𝘁𝗲𝗿, 𝗮𝗻𝗱 𝗔𝗜 𝗶𝘀 𝗵𝗲𝗹𝗽𝗶𝗻𝗴 ⚡
On stage, we shared real growth journeys from our customers 📈 and how our agentic offerings are helping others accelerate at scale. 🎤 The response told us we’re meeting the market where it needs us.

Thank you to AWS, our events team, and the Automat-it team in Barcelona and beyond. 🙌
Now back to building. 🚀

[Automat-it @AutomatitDevOps]

When your platform scales, rigid systems can be your downfall. You need infrastructure that flexes with demand to avoid skyrocketing storage bills that eat into your margins.

Italian EdTech innovator AITech4t was transforming digital learning with their AI-driven platform, but an inflexible cloud host was holding them back. Expensive storage write operations were driving up their monthly bills, and relying on manual VM updates made rolling out new features a headache.

Automat-it stepped in to architect a fully automated AWS migration—slashing file-storage costs by ~90% and replacing manual updates with seamless CI/CD pipelines.

🎥 The video below breaks down exactly how we optimized their infrastructure for high availability and cut their core stack costs in half...

[Automat-it @AutomatitDevOps]

Working to scale AI on AWS but not sure what's slowing you down? Bring your roadmap to the 𝗔𝘂𝘁𝗼𝗺𝗮𝘁-𝗶𝘁 𝗠𝗲𝗲𝘁𝗶𝗻𝗴 𝗦𝘂𝗶𝘁𝗲 𝗮𝘁 The Venetian at re:Invent 2026.

Our team will be in our exclusive space for two days to support you. Book your time slot to meet with them:

https://t.co/Pz4j874eFy