Our Products

Software for building expert data: annotations, evals, RL environments, and benchmark problems.

Aligned Data Platform

A platform for expert feedback and data annotation that connects AI teams with domain specialists. Use it to collect training data, annotations, and expert evaluations. It runs complex annotation workflows, with quality controls and real-time collaboration built in.

  • ✓Expert network of domain specialists
  • ✓Real-time feedback and quality metrics
  • ✓Automated task distribution and tracking
  • ✓Consensus and agreement analytics
Learn MoreDemo
https://app.alignedhq.ai/projects/

Data Annotation Project

Total Tasks
1,247
Across all templates
Completion Rate
87.3%
Last 30 days average
Active Annotators
42
Currently working

Task Distribution

MonTueWedThuFri

Quality Metrics

AccPrecRecF1Cons

Response Categories

positive
neutral
negative

Performance Trend

speed
accuracy
consistency

Autotune RL Environments

Reinforcement learning environments built from expert knowledge that has never been published. Our experts seed each environment with problems from their own unpublished work. Autotune builds it out with real-world data, then generates problems and tests them against frontier models until they fail. Experts review every failure, so you train only on problems that are hard, correct, and verifiable.

  • ✓Seed data from experts' unpublished research and practice
  • ✓Environments built on real-world data, files, and tools
  • ✓Problems tested over and over against frontier models
  • ✓Expert QA on every model failure
Learn MoreTalk to Us
https://app.alignedhq.ai/autotune/runs
Run 14: Applied Sciences
38 expert seeds, 3 frontier models
Iteration 3
Seed
Build
Generate
Test
Expert QA
ProblemM1M2M3Status
Spectral fit, noisy reference✗✗✗Expert review
Dose calc, renal adjustment✗✓✗Verified
Kinetics from bench logs✓✓✓Retuning
Load path, retrofit drawings✗✗✓Expert review
Environments built
212
Frontier failures
64%
Expert verified
131

QED

A LaTeX editor with real-time PDF preview, syntax highlighting, and AI assistance. It's private by design, so your problem sets stay out of training corpora. Built for benchmark-ready work.

  • ✓Real-time PDF preview as you type
  • ✓AI-powered writing assistance on a private LLM
  • ✓Client-side compilation with SwiftLaTeX
  • ✓Three-panel layout: files, editor, and preview
Learn MoreStart Writing
https://qed.alignedhq.ai/editor
FILES
main.tex
refs.bib
figures/
appendix.tex
\documentclass{article}
\usepackage{amsmath}
\usepackage{graphicx}
\usepackage{hyperref}
\title{On Quadratic Forms}
\author{A. Researcher}
\begin{document}
\maketitle
\section{Introduction}
The quadratic formula is given by:
$$x = \frac{{-b \pm \sqrt{b^2 - 4ac}}}{{2a}}$$
% TODO: add proof sketch
where $a \neq 0$. This result
follows from completing the
square on the general form
$ax^2 + bx + c = 0$.
\section{Discriminant}
The discriminant $\Delta =$
$b^2 - 4ac$ determines
the nature of the roots.
\end{document}
On Quadratic Forms
A. Researcher
1 Introduction

The quadratic formula is given by:

x = (-b ± √(b²-4ac)) / 2a

where a ≠ 0. This result follows from completing the square on the general form ax² + bx + c = 0.

2 Discriminant

The discriminant Δ = b² - 4ac determines the nature of the roots.