Context Engineering

Context Engineering: the layer that stops your agent from guessing with confidence

Same model, two results. 38% accuracy hitting the source directly, 91% with a context layer underneath.

Data-driven companies scale their decisions with Nekt:

Intelligence moves out of the prompt and into the data

1

Context per column

Every column carries a note on what it is: cost in micros, corporate email, which date becomes revenue.
2

Rules written once

Active customer, dedup, timezone. Business rules live in the data, not in a prompt that changes weekly.
3

Served with the data

Through MCP the agent gets the table and the house rules together. Answers with context, not pretty guesses.
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38% and 91% are the same model

What changes is what sits underneath. Without a context layer, the agent fills the gap with a plausible, well-formatted, wrong assumption.

What our customers say

“Our data was disjointed. With Nekt, we centralized everything in one place, and SQL queries made our work much easier.”

Julio Cesar
IT Manager, Unicooper

“We centralized all databases from various sources. Nekt immensely optimized the speed and quality of our team's deliveries.”

Vitor Sano
RevOps Manager, Softplan

“I’ve stopped wasting precious time on ingestion infrastructure and pay significantly less than I did with other platforms. I have much more control over transformations, and if I need a new source, they build it quickly. That used to take me weeks, not to mention the maintenance effort. The UX/UI for connecting and managing sources is excellent, and when something fails, I know exactly where the issue is without having to dig through logs.”

William Melo
Data Specialist, Brandili

“Even without a tech background, I built robust pipelines. Nekt's usability added so much value that it inspired me to switch to a Data career.”

João Fonseca
Analytics Engineer, Destra

“I stopped babysitting tools and cloud costs. Now I focus on strategy and fluid pipelines, without billing scares at the end of the month.”

Téo Calvo
Téo Me Why