Azemble — Software that would rather refuse than guess
azemble•
PRODUCTS
Dataherd Reflow Text Reflow Voice Deployment Company
Proof, not prose

Software that would rather refuse than guess.

Azemble builds products for teams who ask hard questions of their data, read what machines write, and speak their thinking out loud. And when you need them running inside your organisation, our forward deployed engineers make it happen.

Explore the products Deploy with our engineers
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dataherd
Reflow Text
Reflow VoicePrivate preview

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Dataherd /Revenue ops 3 sources · 14 learnings
THREADS
Q3 regional review
Churn by cohort
Pipeline hygiene
PAGES
Q3 regional reviewNEW
Board pack · Sept
KNOWLEDGE
sales-comp-plan.pdf
def: "attainment"
def: "Q3 = Jul–Sep"
Thread Page
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INTENTCompare Q3 actuals with target, by region
SOURCESwarehouse.sales_q3crm.targets_fy26
RECALLSlearning · "attainment" = actual ÷ targetsales-comp-plan.pdf §2
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RUN
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Two regions missed target: APAC-South at 87.2%[1] and EMEA-North at 91.4%[1]. The other four met or beat it[2], using your team's definition of attainment[3].
WITHHELDThe cause. No connected source records why.
ATTAINMENT BY REGIONTARGET = 100%
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[1] sales_q3 [2] targets_fy26 [3] team learning Pin to page
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PAGES / REVENUE OPS
Q3 regional reviewre-runs daily 06:00
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ATTAINMENT BY REGIONTARGET = 100%
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1,284 files
nothing uploaded
Opening settlement.md · 4.2 MB
Settlement architecture

Every instruction is written once, to an append-only ledger, before anything downstream may act on it.

Idempotency

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A timeout is recorded as unknown. It is never recorded as failed.
instruction→ ledger→ gateway↺ reconcile mermaid · rendered
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AGENT · REVIEW The retry mints a new key. Should it reuse the key from creation?
AcceptDismiss
Accepted by you · edit applied
K. RAGHAV Link the reconcile runbook here.
root›records{{ rfHud }}TreeRadial
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Duplicate payout — 14 Marchincident-14-march.md · “retried the batch nine minutes later”
Idempotencysettlement.md · § 2
Searched 1,284 files on this machine
{{ recDot }}Recording · on device02:14
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…so the retry arrives with the key it was born with.
Next point. Comment on the ledger section: writes stay append-only, and reconciliation is the only process that can close an unknown.
→ Inserted as comment · The ledger No audio leaves this machine
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Our products, assembled to one standard.

Each one keeps its evidence in view, keeps your data where it belongs, and is ready for an enterprise rollout on day one.

01 · Data

Dataherd

The answer, and where it came from. Ask hard questions of your data and your team's curated knowledge, and get answers you can stand behind. Every number points back to where it came from.

01Grounded in databases, documents and curated knowledge
02Mandatory citations on every claim
03Learns from every thread, with your approval
04Read-only by default, fully auditable
02 · Reading

Reflow Text

A quiet home for the documents you read more than you write. MDX, HTML, Markdown, JSON and anything text-shaped, each shown the way it's meant to be read. Native, and entirely local.

01Opens files that break other apps
02Agent comments you review and decide
03macOS, Windows and Linux · no account
03 · Voice

Reflow Voice

Private preview

Speak into your documents. Dictate, comment and review out loud, and Reflow Voice places every word where it belongs — transcribed on your machine.

01On-device transcription
02Voice comments anchored to the passage
03Works alongside Reflow Text
How we build

Four promises in every product we ship.

01 / GROUNDED
Only what's in the room.

Answers come from the data and documents your team put in front of it. If the evidence isn't there, the product says so.

02 / SOURCED
Every claim, every time.

Every sentence points back to its evidence. The trail is the product, not a footnote.

03 / LOCAL
Your machine, not ours.

Reflow runs natively and keeps files on your device. Dataherd stays read-only unless you explicitly open it up.

04 / SAFE
Auditable by design.

Access follows the person, credentials stay locked away, and your security team can see everything that ran.

Forward deployment

We don't hand you a licence and leave.

For every client rollout, Azemble assigns forward deployed engineers and an implementation team. They work inside your environment to connect sources, configure governance and get the products into daily use.

01
Scope

We map your teams, data and documents to the product that fits.

02
Connect

Engineers wire up databases, knowledge sources and identity on your infrastructure.

03
Deploy

Workspaces, access rules and audit are configured and rolled out team by team.

04
Hand over

Your people own it, with our team on call as usage grows.

Put a product to work.

Tell us what you need to answer, read or record. We'll bring the product and the team.

We reply within one business day.

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Interested in
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Existing customer? Write to support@azemble.io

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