Architecture & System Design

Document your technical DNA.

Tech stacks shouldn't be chosen based on what's trending on Hacker News. Evaluate frameworks, databases, and architecture patterns objectively, and create a permanent record of the 'why'.

Stop rewriting systems.

When the reasoning behind a database choice is lost, the next engineer will inevitably propose replacing it.

Hype-Driven Development

  • × Adopting new frameworks just because they are trendy
  • × Architecture choices based on a single engineer's preference
  • × Endless, circular debates in GitHub PRs or Slack
  • × No record of why trade-offs (like eventual consistency) were accepted

Data-Driven Architecture

  • Frameworks evaluated strictly against business constraints
  • Democratized scoring from the entire senior engineering team
  • Immutable RFCs that act as the technical foundation
  • Clear documentation of accepted trade-offs

Hard Constraints

Set strict elimination criteria for latency, scale, or compliance. If a framework can't hit sub-50ms latency, it's instantly removed from the matrix.

Async RFCs

Turn your Request for Comments process into a structured, scorable matrix. Let staff engineers evaluate proposals asynchronously without debate.

Defendable Choices

When leadership asks why migration took so long, show them the matrix. Prove that the chosen architecture was the mathematically optimal path.

You're paralyzed by "Hype-Driven Development".

Every week there's a new JavaScript framework. Every month there's a new database paradigm. Your engineers are constantly pushing to rewrite the core platform because the current stack is "boring." You spend your days fighting off hype-driven refactors, trying to explain that "boring technology scales." The emotional toll of constantly being the grumpy gatekeeper to new technology is wearing you down. You need a way to objectively prove why the boring tech is the right choice.

Axiom Decision Agent

"We need to evaluate moving our primary datastore from Postgres to MongoDB or DynamoDB. The constraints are developer hiring pool, operational complexity, and ACID compliance."

Generated: Primary Datastore Matrix

Criteria: ACID Required (Elimination), Talent Availability (High Weight), Ops Overhead (High Weight).

Neutralize the framework wars.

When the senior team is deadlocked over a technical direction, you simply feed the constraints into Axiom. The AI builds a sterile, objective evaluation matrix. It removes the emotion and forces the team to score the options against real business requirements—like hiring availability, operational overhead, and migration risk. The hype gets filtered out, and the mathematically sound architecture wins.

A permanent technical foundation.

Imagine two years from now. A junior engineer asks, "Why on earth are we using this messaging queue?" Instead of shrugging because the original author left, you hand them the Axiom link. They read the matrix. They see the exact constraints of 2024 that mandated that specific choice. The context is perfectly preserved. The junior engineer learns system design, the architecture stands strong, and you never have to repeat the same debate twice.

5 minutes to decision-ready.

Stop building evaluation spreadsheets from scratch. Describe your problem, and Axiom will instantly generate the exact framework you need to align your team.

Try Axiom for free