Engineering Partner for Aviation Startups

Why do aviation startups struggle with engineering?

Aviation punishes naive data handling. Identifiers come in parallel systems, schedules change constantly, feeds fail silently, and edge cases — codeshares, diversions, timezone changes — appear on day one. A generalist team can spend months on this plumbing before reaching the feature that makes the startup different. Meanwhile, hiring senior engineers with aviation experience is slow and expensive, especially just after a round when the clock is running.

How does AeroCraft help aviation startups?

• Zero-to-one MVP builds scoped to what investors and first customers need to see
• Architecture designed to scale — clean data model, CI/CD, observability — without over-engineering
• Aviation data from day one: schedules, live status, delay prediction, routes, reference data, and NOTAMs via one API
• AI features built properly: agents and MCP tools grounded in real flight data
• Post-round capacity: senior engineers who integrate with your team while you hire
• A clean handover, so your in-house team owns the code when it is ready

Should a startup build its own flight data pipeline?

Usually not at first. Unless the data pipeline is the product, it is undifferentiated work that competes with features for scarce engineering time. Starting on a ready-made API gets the product to market and lets the team learn which data actually matters. If the business later needs its own pipeline — for cost, control, or a proprietary signal — AeroCraft can build that too, and because the API uses the same normalised model, the migration is straightforward. We sell both sides, so we can give an honest build-versus-buy answer.

See also: Aviation data APIs

Has AeroCraft built startup-style products itself?

Yes. Our four products were each built from zero by a small team: Skyinfo (global flight intelligence across 7,883 airports with ML delay prediction), Fly2Meet (meeting-point discovery as a web app, Telegram bot, and Chrome extension), FlyTLV (budget-fare tracking), and Fly-tlv (direct-destination discovery with live radar). We know what it takes to ship and operate an aviation product on a startup budget.

How do founders typically engage AeroCraft?

Three patterns are common. Pre-seed and seed founders without a technical co-founder engage us to build the MVP end to end, then hire their first engineers to take it over. Funded startups with a small team engage us to deliver a specific component — a data pipeline, an integration, an AI feature — while their own engineers focus on the core product. Post-round companies engage us for a defined period of extra senior capacity while they recruit.

In all three, the code lives in your repositories from day one and is written to your standards, so there is never a moment when the startup depends on us to access its own product.

Whichever pattern fits, we agree scope, milestones, and handover expectations in writing at the start, so founders can plan their fundraising and hiring around a predictable delivery schedule.