verifiable outputs. human oversight. measured continuously.
A strategic recommendation is only as good as the evidence you can show behind it.
grounded
Verifiable answers: answers are drawn from your own documents and data, with citations that open the exact source page, so every insight can be checked in one click.
honest when evidence is missing
Questions are routed to data, documents, or an explicit “not in your library”.
your definitions, not the model’s
Analyst-approved rules for categories, price bands, markets and fiscal calendars.
queries you can inspect
NL2SQL shows the exact query run on your syndicated, panel or performance data.
continuous evaluation
Client-specific evaluation sets rerun after every system change and data refresh.
human approval
Approval workflows before outputs are shared; nothing leaves without sign-off.
click a claim and land on page 34 of the study it came from.
Every sentence in an alphabrand output carries its own source. Click it and you land on the exact page, chart or table behind the claim, with the study name, its fieldwork date and the query that produced the number.
- Page-level previews: the study page or chart, not a link to a 200-page PDF
- Duplicates collapsed, and the 2026 tracker ranked above the 2021 deck that repeats it
- The SQL query, the category and price-band definitions and the markets used, all shown so your analysts can challenge them
your analysts write the exam, and we sit it again after every change.
At onboarding your CI team writes the questions that matter in your category, with the answers they consider correct. That set becomes your benchmark: rerun after every model change, prompt change and data refresh, with the score, the failures and the sources behind them visible to you.
- Benchmark questions and expected answers written by your analysts, not by us
- Rerun on every release and every data refresh, before it reaches your team
- Scores and regressions reviewed with you, with failures traced to the source that caused them
bring a live CI question. leave with a pilot plan.
In a 45-minute session we take one real question from your team, map the evidence it needs, and agree what a successful pilot would demonstrate.