Product

The first intelligence that works toward your goal, not your to-do list.

Most AI answers questions. Kaarvi takes an outcome and runs the engagement a seasoned consultant would. It senses your estate, proposes the work step by step, asks only what it must, executes, verifies, and learns. You nod once per changing phase. That is the whole job.

The six planes

One loop. Six planes. Your nod between them.

  1. Sense
  2. Propose
  3. Negotiate
  4. Execute
  5. Verify & narrate
  6. Learn

It reads your estate before it plans.

Datasets, connections, syncs, what changed since last time. Standing sweeps watch quality trajectory, structure drift, dormant assets, delivery health and permission drift, and raise a notice only when it matters.

sensed  ledger_2026q3 · bank_feed (live sync, 15 min) · adjustments: no source

It proposes the plan, and says what each step needs.

Every step names what it requires: a source, an API, a file, a credential. Each is checked live against your estate and marked present, missing or unverified. The first thing it cannot find becomes the card’s one open ask, with the exact door to fix it.

step 3 needs the ERP → Library › Connect a source
connect it and the same plan runs. no re-plan.

One nod. A budget in money or in time.

“For the next two hours and twelve dollars you may do this, and you may change the data.” One sentence sets a bounded budget. A multi-step plan ends in one card. A declared read is never put behind a confirm.

budget  $12 · 2h · may write   halted on ceiling · reversible · you can stop it from any thread

It works while you are away, and survives its own edges.

Progress is pushed into the thread, not polled. A worker that dies is a receipt event, not silence. A halted plan re-arms under your nod, from any thread. No turn dies silently.

step 2 done 14:02 · matched 41,203 of 41,388 · 185 breaks ranked by driver
you were away. this waited for you.

It checks its own work and says how sure it is.

Confidence is computed from the evidence the check gathered, never asserted. A slide whose figures will not reconcile is left out and the omission is stated. “Done” is said only after what is stored has been read back.

verified 4 of 4 figures trace to the settled query · confidence: high · 1 slide withheld, said on the close

It learns, and grows skills from your repeat work.

A correction is remembered for the next job on the same data. Deliver the same shape three times and Kaarvi proposes it as a named skill with its lineage. Nothing becomes runnable until a person signs it.

delivered three times → make “monthly close breaks” a skill?  lineage: 3 deliveries · unsigned = never runs

The work itself

Say the outcome. Kaarvi does the work.

Transform by talking

“Clean this dataset — profile it, fix what you find, then dedupe on order_id.”

Complex transformations, one sentence at a time

The cleanup that used to queue behind engineering happens in one thread. Kaarvi plans the work, shows you every proposed change — the exact rows, before and after — and executes only on your yes. Pipelines run at engine scale, on a schedule or whenever the data changes, and saved work becomes a recipe anyone on the team can reuse. Before Kaarvi says a change is done, it reads back what is actually stored and checks it against what you asked for. Every change carries its own one-sentence reverse.

  • previewed before every write
  • runs in the background at 4M×300 scale
  • reusable as recipes & templates
  • writes back to connected systems

Living dashboards

“Build a quality dashboard for this dataset and keep it fresh.”

Dashboards that stay true after you stop looking

Built in conversation with the right charts for your domain — across one dataset or several. Ask for “ten widgets” and you get ten; Kaarvi never pads with filler to get there. Dressed in your own brand: hand Kaarvi a logo, a brand page or a look you like. It drafts the theme, walks it through with you, and applies it on your yes. A workspace logo, set once, wears through every shared view and export until you say “take our logo off this one.” Changing it is a sentence too: retitle a widget, relabel an axis, rewrite the header — in chat or with a click on the dashboard itself. A layout your team loves saves as a template that new dashboards follow. So does a layout you’ve only seen. Show Kaarvi a screenshot, a web page or a URL of a dashboard you admire. It reads the arrangement into a template — measured where it could measure, labeled honestly where it had to infer. The look rides along with the layout, so every dashboard built from that template wears the snapshot’s face, not just its arrangement. Any template can be dressed the same way, and shed just as easily. “Dress the Board Pack template in the Forest theme” is a sentence; the Library gives it a click. Left a build half-finished? “Fill the rest” picks it up where it stopped, in the same dashboard and the same look — never a duplicate. Then live sync keeps it true: when the source changes, the dashboard follows on its own. Nobody carries Friday’s numbers into Monday’s meeting.

  • built & edited by asking — one dataset or several
  • widget counts honored exactly — no filler
  • layouts reusable as templates
  • templates from a screenshot, page or URL you show it
  • templates carry the look — dress or shed it in a sentence or a click
  • “fill the rest” finishes a build in place, never a duplicate
  • exports and re-imports as a portable file
  • brand themes drafted from a URL or image
  • workspace logo on shared views & exports
  • updates arrive live, without a refresh
  • version history with restore

Composable lenses

“Be my oil-and-gas legal advisor.”

Invoke a professional, composed for your industry

Name the expert you need and the whole thread becomes that professional. It asks what they would ask first, holds their thresholds and speaks their vocabulary. It watches your data the way they would, until you change or drop the lens. Lenses compose, and order matters: Legal × Oil & Gas is an energy lawyer; Oil & Gas × Legal is an operator’s in-house counsel. A lens conditions judgment, never access — it can never change what you’re permitted to see.

  • bound by asking, in one sentence
  • watches and proposes as that professional
  • never changes permissions or visibility
  • dropped as easily as it was worn

APIs & triggers

“Publish this pipeline as an API — and re-run it whenever the source changes.”

Share live data beyond your walls

Say it once and your data becomes a live feed that partners and other systems can rely on — secured, tracked and audited — without a months-long integration project. And when the source data moves, everything built on it moves with it: reports, feeds, dashboards, all current on their own.

  • live APIs — access-controlled, fast, audited
  • refuses before the budget runs out
  • triggers fire on data change
  • scheduled digests, held for verification

The second 100%

What it does before you ask.

New data, reviewed on arrival

Load a file and walk away: Kaarvi looks it over and posts “Kaarvi noticed…” findings on its own — the first-pass review your team stops doing by hand.

Standing orders

Delegate the recurring work — scheduled questions, watched metrics, reports that arrive verified or held with a note when they can’t be. Every order carries its own spend cap and quiet hours. When a budget runs down, renewal goes through the same governed gate that granted it — never a silent charge.

Finished work returns to where you asked

Delegate a goal mid-conversation and move on. Kaarvi keeps working in the background, inside a budget you set in spend or in hours. It tells you before either runs low, and asks a question only when it genuinely needs you. When the work settles, the result comes back to the very thread where you delegated it. It speaks up live if you’re there, and waits in the conversation for your return if you’re not. Ask how it’s going any time; say “stop the updates” and it stops, on the record. Every engagement sits in your Library with its receipt — pause, resume, or retire it, with a preview of exactly what goes.

It brings you goals you did not ask for

A pipeline that drifted, an open incident on your data, a rhythm you keep whose next beat has passed. Each opens a draft engagement with its evidence. Nothing runs until you accept.

Record an incident in your own words

Say what went wrong and how severe. A serious incident drafts a goal for the dataset’s owner. Resolving it is the reverse, on the record, never a deletion.

Hand it a picture, a PDF, a deck

It reads the document you give it. It can look things up on the web, bounded per turn, with the citations kept on the reply and the receipt.

Finishing the job

Hand it the goal, get the finished job back.

Deliverables that travel

“Make this a deck the board can see Thursday.”

Ask for a deck, get the finished file

The week’s real deliverable is rarely a dashboard — it’s the deck. Ask for one and Kaarvi composes the story from your governed data and hands back a finished PowerPoint. Native, editable charts, dressed in your organization’s own theme — a file, not a screenshot. Every figure on every slide comes from the data it cites. Your access rules are re-checked at the moment the deck is built, so a slide can never show what you couldn’t see yourself. It arrives in the conversation and lives in your Library — download it, email it, or ask for it fresh. And when the source data moves on after the deck is made, Kaarvi notices and tells you it’s gone stale before the meeting does.

  • a real PPTX — native charts, your theme
  • every figure from governed data
  • access re-proven at build time
  • stale decks sensed & flagged
  • metered & receipted — cost and value

New — Finishing the job

“Cut unplanned well downtime 15% this quarter — plan it, do it, and tell me how sure you are.”

Hand it the goal, get the finished job back

State the outcome once. Before Kaarvi plans, it asks only the few questions that would change the plan: what exactly, for whom, by when, what counts as done. It settles the rest from what it already knows and says what it assumed. Never a form. If the work needs a source it can’t see yet, it asks you for it by name. It says what it needs, why, the least access that’s enough, and exactly where to connect it. A key is never pasted into a chat. Then it waits, and picks the job back up on its own the moment the connection lands. When no built-in skill fits the gap, it writes the missing step itself, in code. That code runs in a locked-down sandbox, on data that has already passed your access rules, and stays on the receipt. Delivery states what was verified and how sure: “verified four of five parts; the trend figure is indicative.” Work with nothing verified isn’t delivered unless you say so, on the record. After delivery the job stays open to you. “Now add Q3” amends it under the same receipt. “That figure excludes returns” is fixed and remembered for the next job on the same data, forgettable on request. Two finished jobs combine into a third, with any conflict asked about, never guessed. A goal stated as a number to move — cut unplanned downtime 20% — is planned as measure, act, measure again. Editing the measured figure is never a step toward the target. When a plan you approved delivers, the notice says what was delivered, in the delivery’s own words. A finished job travels, too: export it as a portable file to keep, hand to a teammate, or run again elsewhere. Or say “share it with the organization” and your colleagues find it in the Library. And when the data behind a delivered job moves on, Kaarvi notices and offers the amendment. Pipeline integrity for an operator, basket size for a retailer: the same judgment, no industry playbook underneath.

  • asks only what changes the plan — never a form
  • requests access by name — keys never in chat
  • writes the missing step itself — in code, sandboxed
  • delivery states what was verified & how sure
  • amend, correct, combine — under the same receipt
  • a finished job exports, imports & shares as a portable file
  • a goal with a number is measured, never edited
  • no industry templates

The deliverables

Ask for the deck. Get the file.

The week’s real deliverable is rarely a chart. It is the board deck, the partner feed, the Monday numbers. Kaarvi hands back the finished thing, in your brand, with every figure traced to the query that produced it.

Dashboards that stay true

Built and edited by asking, across one dataset or several. Exact widget counts, drill-downs to the rows, themes drafted from a URL or a screenshot, version history with restore. Live sync keeps Monday’s meeting on Monday’s numbers.

A real PowerPoint

Native, editable charts in your theme. Every chart binds to a figure the governed query already computed, so a fabricated figure is impossible by construction. Access rules re-checked at build time.

Reports with per-viewer redaction

A governed narrative over the datasets you name, every figure filled from a verified query with its provenance. What each reader sees is what each reader may see.

Live APIs that tell your systems

Publish a pipeline’s output as a live, access-controlled feed with analytics. Your systems are told whenever the data refreshes. Spend-bounded, so it refuses before the budget runs out.

Email you can recall

Delivery mail on every engagement, first paragraph the confidence line. “Recall that” stops every queued email still inside its window, one receipt each. Delivery events land back on the record.

The right channel, or silence

Slack, Teams, SMS, push, in-app. Urgency, presence, weight, your rhythm and your vetoes choose the one least intrusive medium. Choosing silence is a first-class outcome. Speak the ask, hear the answer, teach it your own wake word.

Yours, findable, remembered

Your team’s memory, not a chat log.

A Library of everything you make

Dashboards, datasets, conversations, recipes, connections, syncs, APIs — one searchable ledger, pinned favorites first, with save, publish and share on every row.

Every number can explain itself

Open anything you’ve built and see what it was made from and what depends on it — so “can I trust this number?” takes one click, not one meeting.

Find anything by asking

Search from anywhere — or just ask “where are my March dashboards?” and Kaarvi takes you straight there.

Conversations that remember

“What did we find yesterday?” brings back the work, the artifacts and the receipts — institutional memory that doesn’t leave when a laptop closes.

Voice, end to end

Speak the ask, hear the answer. Wake-word optional and strictly opt-in; degradation is honest — if speech fails, Kaarvi says so.

An estate that tends itself

Archive, pause or retire anything by asking — with a preview that states exactly what goes. And Kaarvi senses what has gone dormant — the unused theme, the report nobody opens — and proposes the cleanup itself; nothing is removed without your yes.

Under the hood

Agentic, and accountable for it.

Observable by design

Every agent turn streams step by step as it executes — so when someone asks how an answer was made, you can show them, not reassure them.

Preview → confirm for anything that mutates

Every skill that changes data produces a concrete preview — the exact rows, violations or costs — and holds for your confirmation. Nothing changes behind your back.

Customer isolation on every path

One organization-wide gate stands before every agent turn, with role-based access, column masking and audit logging beneath it. It is designed so one customer’s data stays out of another’s answers.

Every row, not a sample

Profiling, anomaly detection and forecasting run over all your rows — millions of rows, hundreds of columns. The record that costs you money is exactly the one a sample misses.

Resilient AI, by design

More than one AI provider stands behind every AI step, and each answer is checked before anything acts on it. If one provider goes down, Kaarvi carries on with another instead of stopping your morning. When a backup engine served a turn, or a turn ran with fewer tools, the receipt says so. And if your policy is that changes run only on the primary engine, that is one sentence: “keep my changes on the primary AI engine.” Your conversation always goes first: background work never makes a person wait.

Hardened code sandbox

Any analysis code Kaarvi writes runs in its own locked-down sandbox, with hard limits on what it can use — never inside your systems directly.

Bring your own skills

The tools your team already runs become Kaarvi skills. Plug in a standard tool server and its tools inherit the same access control, metering and preview→confirm as the built-ins.

Reaches your data where it lives

Cloud warehouses, databases, files and APIs — plus an outbound-only Edge Agent for sources that can’t be exposed.

Enterprise identity

Single sign-on with your identity provider, enforced for your domains — plus an admin console, audit logs and organization spend limits.