Global Edu
Directory
Directory
Global Edu Directory
Catalog of official curricula, textbooks, and past exams across five countries. In private beta — not a public link yet.
Curricula · textbooks · past exams
Software products
We build and operate AI-powered software products.
Aetheris designs, ships, and runs its own products — live directories, matching, and catalogs. Forward-deployed engineering is available when a team wants us inside their repo.
Products we own
Live software
we operate.
Designed, shipped, and run by Aetheris.
PA Care
Finder
Finder
PA Care Finder
Directory of Pennsylvania’s state-licensed personal care homes, with family shortlists and operator listings.
994 licensed homes · 434 cities
Visit live site →
RestorePA
RestorePA
Pennsylvania emergency water, mold, and sewage restoration contractor directory, with emergency matching for homeowners.
39 contractors listed
Visit live site →
We also embed. You do not need an AI team. You need one engineer inside the work who can ship the first production use case before the quarter ends.
Hiring a senior FDE is a 60–90 day search at $200k+. Aetheris ships the first system in 30 days for a fixed sprint. Same motion Palantir sold — without pretending we are Palantir.
Forward-deployed engineering
Work with us
Every engagement starts with a scope call. Paid work is a diagnostic, then a sprint, then an optional embed.
Diagnostic
$5,000
5 days · credited to sprint
Ship sprint
$22,000
4 weeks · one system live
Embed
$26k / mo
or $1,400 / day
01 / 5 days
Diagnostic — $5,000
Spec, architecture, and a 30-day build plan. First two logos: $3,000. Fully credited if you buy the sprint.
↗
02 / 4 weeks
Ship Sprint — $22,000
One production use case live in your stack. Repo, docs, evals where they matter, and a handoff your team can run.
↗
03 / monthly
Embed — $26,000 / mo
Or $1,400 / day. Next system, hardening, training. If you hire Frezer FTE, 50% of the last paid month credits toward the offer.
↗
30d
One production system, not a prototype graveyard
9+
Years shipping at D&B, fintech, and healthcare ops
3
Packages only — RAG, revenue capture, or kill the spreadsheet
1
Engineer embeds with you. No bait-and-switch bench
What we ship
Three packages. No fourth until one is sold.
01
Internal knowledge that answers
RAG on your docs, tickets, and SOPs. Evals and a human in the loop. Not a chatbot toy that hallucinates policy.
02
Revenue capture on what you have
Qualify, book, and follow up on the site or CRM you already run. The Care Finder / RoadWise pattern.
03
Kill the spreadsheet
One ops tool in production: intake, dispatch, claims, shortlists, registrations. Your team stops living in a tab.
What changes
From a stuck AI project to something in production.
Before
- The FTE search is still open
- A vendor left a demo nobody runs
- Knowledge lives in Drive and Slack
- Ops still runs on a shared spreadsheet
After a sprint
- One use case live in your repo
- Your team can operate it without us
- Success is a metric, not a slide
- Option to embed, hand off, or hire
Proof
Shipped systems.
Not concept art.
Systems Frezer designed and shipped. Click through and inspect the work.
RoadWise
Dispatch
Dispatch
Ops
RoadWise Dispatch
Staff platform for a 24/7 truck-dispatching operation: site, billing, rate-conf extraction, and growth pipeline. Kill-the-spreadsheet in production.
Visit live site →HealL
Hydro
Hydro
Live
HealL Hydro
Client hydrotherapy site: assessment → plan → book. Sat with the operator, shipped the system they run, not a generic clinic template.
Visit live site →
Word of
Life
Life
Live
Word of Life
Church operations site with sermons, giving, and admin. Proof that embed work includes messy, real stakeholders — not only SaaS founders.
Visit live site →How it works
Scope. Ship. Leave it running.
01
20-minute scope
Free. We pick one use case or we say no. If it is not shippable in 30 days, we will tell you on the call.
02
5-day diagnostic
$5,000. Written spec, architecture, risks, and a 30-day plan. Credited to the sprint. You own the document either way.
03
4-week ship sprint
$22,000. Frezer embeds. Weekly demos. Production in your repo. Then stay, hand off, or convert to hire.
The engineer
You hire the person
who ships.
Aetheris is Frezer Kifle. We build and operate software products. Enterprise AI/backend from Dun & Bradstreet, plus full-stack ownership from fintech and healthcare.
Frezer Kifle
Founder · Embedded AI / full-stack engineer
9+ years shipping production software. At Dun & Bradstreet: FastAPI/Django services, LLM features, and RAG on enterprise financial data. Before that: owned the Finbit backend serving three client apps, and healthcare systems in the field.
LinkedIn →How we work
Your repo · your stack · weekly demos
You get the engineer on the problem, not a junior bench. Frontend help can be scoped in when the sprint needs it. Code, docs, and infra are yours from day one.
Download the one-pager →Start here
Do you have a use case
that is actually shippable?
Book the scope call
Open calendar →
Send after a call
FDE one-pager (PDF) →
20 minutes. One use case. If it is not a 30-day ship, we will say so. Bring the stuck project, the open req, or the spreadsheet your team hates.