R&D · Decision-Ready Answers

R&D that ends in a build-or-don't decision, not a report

We run focused research sprints with a defined question and a decision-ready deliverable: working proof-of-concept, benchmark data, and a straight build/no-build recommendation. Including whether local AI models can replace API models for your case. From $5k.

Scope a sprint →See our AI R&D
2–6 weeksper research sprint
Working PoCnot just a slide deck
Benchmark datareal numbers, your data
$5k–$20kfixed scope

What you get

Research you can take to your board

Plain list. A defined question in, a decision out.

Proof-of-conceptA working demonstration, not a theoretical writeup.
Benchmark dataReal numbers from your data and constraints, not vendor claims.
Feasibility answerCan this actually be built, at what cost, with what risk.
Local vs API AIWhether local LLMs can replace API models for your quality bar — our most-requested brief.
Architecture directionHow to build it, if the answer is yes.
Build/no-build callA straight recommendation you can act on.

Proof

We benchmark AI the way we deploy it

Our most common R&D question — can local models replace API models — is one we've answered in production.

Local AI

Benchmarked on your data

We test local LLMs against your actual documents and hardware — the process behind Aru Pharma.

Proven in production.
Decision-ready

Numbers, not opinions

Benchmark data and a clear recommendation, ready for a board decision.

Actionable.
Working PoC

Real, not theoretical

A demonstration you can see run, not a document describing what might work.

Tangible.

Know the number before you commit

Research sprints run $5k–$20k fixed scope (2–6 weeks) with a defined question and a decision-ready deliverable: working proof-of-concept, benchmark data, and a build/no-build recommendation you can take to your board.

Scope a sprint →

How we work

One question, one clear answer

R&D fails when it's open-ended. We scope a specific question and deliver a specific answer.

Define the question

The exact decision the research needs to inform.

Build to test

A real PoC and benchmarks against your actual constraints.

Measure honestly

Real numbers, including the ones that argue against building.

Recommend clearly

A straight build/no-build call with the reasoning.

How we work & why it matters

We combine process, technology, and expertise so your product gets built right—from idea to launch.

We use proven stacks and clear delivery so you get results you can measure.

Technologies we use

We build with the stacks and tools your product needs.

PythonData Science
RustPerf Spikes
DockerEnv Isolation
JupyterResearch Docs
PrometheusMonitoring
GitHubVersion Control

Common questions

What is software R&D (research and development)?

Software R&D at Essen Software is 4–8 week sprints to answer technical questions—feasibility reports, PoCs, and implementation blueprints—with 100% client-owned IP and support for IoT and edge.

How long does an R&D engagement with Essen take? +

Most engagements run in 4–8 week sprints: parameter definition, landscape scan, experiments, peer review, and a final implementation blueprint or PoC.

Do clients own the R&D IP from Essen? +

Yes. All findings, scripts, and IP generated during the engagement are 100% client-owned. We also support hardware and IoT (protocols, edge computing).

How much does an R&D engagement cost? +

Research sprints run $5k–$20k fixed scope (2–6 weeks) with a defined question and a decision-ready deliverable: working proof-of-concept, benchmark data, and a build/no-build recommendation you can take to your board.

Can you evaluate local or private AI models for our use case? +

Yes — it's one of our most requested R&D briefs: can local LLMs replace API models for your data and quality bar? We benchmark on your actual documents and hardware, the same process behind our fully local RAG deployments.

Why choose Essen for R&D

🛠️
Pure Feasibility
We test until it breaks
🔬
Stack Isolation
Unbiased tech audits
📜
IP Ready
Formalised patents docs
🤖
AI Lab
Deep LLM fine-tuning

Have a question you need answered before you commit?

Thirty minutes. Tell us the decision you're facing. We'll tell you honestly what a research sprint would test, what it costs, and what a decision-ready answer looks like.

Scope a sprint