MikeBloat
292/500Where it landed on the scale
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Summary
RAVN has been worked on steadily for five months, with a real shipping cadence and an Antler acceptance. But it has changed direction three or four times, and the two sites still describe different products (a robot runtime and an underwater robot technician). The concrete evidence of a working product, paying customers or prices is thin, so it reads as an early, well-connected bet rather than a proven business.
Bloat · Not much here works or looks likely to last, yet.
Breakdown
Five measures, 100 points each. Open the receipts under any of them to see the posts and pages behind the points.
Viability
Is there a real problem, someone who would pay, and a market this builder can actually reach?
Robot latency and uptime is a real problem, but the buyers are robotics and foundation model companies abroad, and nothing shows anyone paying yet. The path to revenue is plausible but unproven, and the repeated repositioning shows the market fit is still being searched for.
36/100
Rubric 21–40A real problem, but no plausible path to anyone paying, or a market well out of this builder's reach.
Receipts (3)
useravn.com targets robotics and foundation model companies with a 'Talk to us' call to action and no prices or sign-up.
Checked 7 Oct 2026 · useravn.com (opens in a new tab)
The creator says the idea moved from 'give your AI a body' to a robot workforce platform to a latency-aware runtime, so fit is still being searched for.
“VCs aren’t betting on you knowing everything. They’re betting on how fast you can learn what you don’t know yet. With Antler, the numbers definitely helped. Users, revenue, enterprise conversations, and many more. But numbers alone don’t build belief. What mattered more was seeing how many times me and my cofounder were willing to change RAVN when the evidence told us we were wrong. We went f”
Post · @Mike_Endale · 27 Sept 2026 · open on Telegram (opens in a new tab)
A 30% discount on 'all plans' is mentioned, but no plan or price is shown anywhere.
“From cofounder of Ravn Alazar: Thanks guys! Anyone working in robotics and physical AI that is having a headache when trying to save milliseconds of latency, hit us up and schedule a meeting. Ravn will make your robot lightning fast optimizing the inference stack end to end 30% discount on all plans in the spirit of Ethiopian new year and our recent raise lasting for 3 days. https://userav”
Post · @Mike_Endale · 12 Sept 2026 · open on Telegram (opens in a new tab)
Moat
What stops someone copying it?
The edge is execution and investor backing. The site describes a shared failure-learning loop across robots, but nothing shows that data exists yet. The two sites describe different products, and the marketing numbers on useravn.com (uptime, MTBF) aren't backed by anything checkable.
24/100
Rubric 21–40The only edge is execution, or being first.
Receipts (2)
Claims every robot's failures feed a shared 'find the cause once' system, which would compound if it existed, but no proof is shown.
Checked 7 Oct 2026 · useravn.com (opens in a new tab)
getravn.xyz pitches an underwater robot technician, which conflicts with the runtime pitch and weakens any claim of a focused defensible niche.
Checked 7 Oct 2026 · getravn.xyz (opens in a new tab)
Momentum
Did the updates keep coming?
Posts and shipping logs span May to October with activity in every month, including weekly ship counts and a streak, so the building has been steady. The direction changed several times along the way.
92/100
- Sustained shipping52/60
Worked on across 5 months.
- Consistency40/40
Updates in 6 of 6 months.
Receipts (2)
Earliest post about it.
“been heads down building something i actually care about built 7 products since. learned a lot about how brutal it is to run something alone so i built RAVN — an AI operating system that runs your business for you you own it. you don't operate it. coming soon”
Post · @Mike_Endale · 2 May 2026 · open on Telegram (opens in a new tab)
Most recent post about it.
“Brother all you ask is confidential info's about RAVN ARR, MRR, Run rate, Churn rate, Projections Come be a cofounder then Crazy 😂”
Post · @Mike_Endale · 6 Oct 2026 · open on Telegram (opens in a new tab)
Infrastructure
Does a real, working product exist?
A working product is claimed (onboarding funnel, CLI, demo tests) but only marketing sites, an interactive demo and an API sketch can be seen, with no accounts, docs or payments. The two domains also describe different products.
69/100
- It's live20/20
https://useravn.com responded when checked.
- HTTPS5/5
Served over HTTPS.
- Real product15/35
There are signs of building (an MCP onboarding funnel, a CLI, private demo tests), but what the crawler can verify is marketing sites with an interactive demo and an API snippet. No accounts, docs or usable product can be confirmed.
- Own home10/10
Lives on its own domain (getravn.xyz).
- Maintained15/15
Last sign of shipping 2026-10-06.
- Operations4/15
A support route exists and a CLI was built, but there are no accounts, docs, status page or repo links on either site.
Receipts (5)
https://useravn.com responded when checked.
Checked 7 Oct 2026 · useravn.com (opens in a new tab)
Says the product is live and being demo-tested by a small group, with no public access shown.
“RAVN is up and live and we are running demo tests by few group of peoples”
Post · @Mike_Endale · 4 Aug 2026 · open on Telegram (opens in a new tab)
A weekly shipping log mentions an onboarding funnel via MCP URL, but it is a self-report.
“Your week · Jul 26 – Aug 1 @Mike_Endale · #1 of 11 16 ships · 96 pts · streak 7 Biggest: "RAVN Physical AI now has a full onboarding funnel (match/catalog, connect via MCP URL, Liv…" (8/10)”
Post · @Mike_Endale · 1 Aug 2026 · open on Telegram (opens in a new tab)
Shows a Python API sketch with a placeholder latency value ('__ ms'), which reads as a mockup rather than a shipped API.
Checked 7 Oct 2026 · useravn.com (opens in a new tab)
Facts show support is present but docs, accounts and a status page are all false.
Checked 7 Oct 2026 · useravn.com (opens in a new tab)
Sustainability
Is it being set up to last?
It's a web app on its own domain with privacy and terms, and an Antler place suggests real backing. But no payment provider, no stated prices, no confirmed customers, and a founder lending campaign for living costs mean the money side is unproven.
71/100
- Distribution25/30
A web app on its own domain.
- Payments0/15
No payment provider found.
- Pricing10/10
A pricing page or stated prices on the site.
- Revenue1/5
The creator alludes to users and revenue in passing but never states a customer, amount or sale, and declined to share figures when asked.
- Privacy policy7/7
Has a privacy policy.
- Terms5/5
Has terms of service.
- Support8/8
A way to reach support.
- Commitment15/20
Posts span five months with named cofounders, a Telegram channel, weekly shipping logs and an Antler acceptance, which are strong commitment signals. The pivots, a project put on hold, and a loan request to cover residency costs show instability.
Receipts (6)
A web app on its own domain.
Checked 7 Oct 2026 · getravn.xyz (opens in a new tab)
Has a privacy policy.
Checked 7 Oct 2026 · getravn.xyz/RAVNPRIVACYPOLICY.pdf (opens in a new tab)
Mentions 'users, revenue, enterprise conversations' as helping with Antler, without any specifics.
“VCs aren’t betting on you knowing everything. They’re betting on how fast you can learn what you don’t know yet. With Antler, the numbers definitely helped. Users, revenue, enterprise conversations, and many more. But numbers alone don’t build belief. What mattered more was seeing how many times me and my cofounder were willing to change RAVN when the evidence told us we were wrong. We went f”
Post · @Mike_Endale · 27 Sept 2026 · open on Telegram (opens in a new tab)
Brushes off a question about ARR, MRR and churn instead of giving numbers.
“Brother all you ask is confidential info's about RAVN ARR, MRR, Run rate, Churn rate, Projections Come be a cofounder then Crazy 😂”
Post · @Mike_Endale · 6 Oct 2026 · open on Telegram (opens in a new tab)
Announces acceptance into Antler with $400K in funding, a funding signal beyond the usual.
“I almost lost everything this year. Not “stressed about deadlines” losing everything. My dad. My family. Everything I’ve been building. There were nights I genuinely didn’t know if RAVN would survive the month. But my cofounder and I kept building anyway. Through the doubt, uncertainty, and nights when nothing seemed to work. Today, I’m incredibly grateful to share that RAVN has been accepted”
Post · @Mike_Endale · 12 Sept 2026 · open on Telegram (opens in a new tab)
A weekly log shows 14 ships and an 8-week streak, so work is steady.
“Your week · Jul 28 – Aug 3 @Mike_Endale · #1 of 11 14 ships · 76 pts · streak 8 Biggest: "RAVN Physical AI now has a full onboarding funnel (match/catalog, connect via MCP URL, Liv…" (8/10)”
Post · @Mike_Endale · 3 Aug 2026 · open on Telegram (opens in a new tab)