Vlada SYSTEMS
Specialized agents for the stock market

One agent per ticker. It hears the call with you.

Each agent is a specialist on a single name: everything the company has ever said, with the source on every number, and your judgment on top. Specialized on the stock, not the market. Ask it anything all year. At earnings, it runs the morning.

Right: the ELV agent replaying its real 2Q26 earnings call. 73 turns. 0.08 seconds. Zero model calls on the live path.
ELV · Q2 2026 · EARNINGS CALL · REPLAY LIVE PATH
53,412
sourced claims on the record
812
documents, every filing and call since 2010
0.08s
to replay the full 73-turn call
0
model calls on the live path
84
spoken numbers recorded and refused on one call
12
distinct reasons it will decline to answer
The morning, from the real 2Q26 print

The release drops. The agent reads it against everything they ever said.

These are actual readings the ELV agent produced from the Q2 2026 print, computed from public filings, each one deterministic and sourced. 35 readings, 40 refusals, 9 open questions from one morning.

What the morning says ELV · 2026-07-15 · every figure sourced · abridged
ReadingFigureBasisStatus
The raise is not the news. April's guide and their own "Q2 ≈ 23% of the year" implied $6.15. The print was a $1.30 beat against their own path; the raise kept $0.25, so the implied remainder fell. $7.45 vs $6.15 raise = beat + Δremainder SOURCED · TO THE CENT
The statement against the number. July: "acuity, to a large degree, is behind us" and "rate activity was constructive." The benefit expense ratio printed higher year over year. BER +80bp YoY their words vs their print SOURCED
Membership needs 3.8× the attrition in H2. Down 283K year to date against a full-year guide of −1.36M to −2.06M. −283K vs −1.36–2.06M guide algebra SOURCED
The investment income guide is stale. $406M left for the second half, 21.7% of the year, against a historical H2 share of 50–56%. 21.7% vs 50–56% 8-quarter record SOURCED
What it refused to say. The adjusted opex ratio has no stated denominator on record; the $55M adjusted-vs-GAAP gap is not itemised. No number is invented to fill the hole. — nothing published answers REFUSED · SAID SO
The machine

The model reasons. It never authors a figure.

Every number the agent shows comes from a claim on the record or a deterministic computation carrying its inputs. On the live call, the pipeline is pure code: a spoken number is admitted or refused with a reason, matched against the record, and committed as a card that can be retracted if the transcript corrects itself.

01
FEED
The call as a stream of versioned segments
02
ADMIT
Every spoken number admitted or refused, with the reason kept
03
FACTPACK
An immutable snapshot of the record as of this event
04
DISPATCH
Rules, not a planner: a guide spoken fires guide revision
05
EXECUTE
Deterministic workers with deadlines; a miss is a drop, never a guess
06
COMMIT
A card posts only if its premise is still the current transcript
07
SEAL
What was said before the print is frozen at the cutoff, forever
A transcript correction retracts every card that stood on the old words. The strike-through stays visible. That honesty is the product.
Two sides, one brain

The record is public. The view is yours.

The record

Everything the company ever said

Every filing, release, and call since 2010, kept as a record where every number knows its source and when it was known. Built once per name. The same ground truth for everyone who covers it.

Your side

What you know

Your estimates, your brief, your notes, your published research, how you read the lines. Owned by your firm, attributed to you, never shared. It is what makes the agent yours.

Where this goes

The knowledge compounds. Then it pays you.

Today

The agent works for the team

It runs the mornings, answers all year, and every quarter it knows the name a little better.

Every print

A record that cannot be backdated

What the agent said before each print, sealed at the time. Proof, not marketing.

Eventually

Your agent is what you publish

The record plus your view, as an agent your clients, and your clients' agents, can ask. Your name on it. A new revenue line for the firm, not a new cost.

“Unsourced is not shown.”

Every number can prove itself: the exact document, the exact page, the exact moment on the call. When nothing published answers, the agent says so. That refusal is why the answer can sit near a published note.

RULE 01
The model never authors a figure. Numbers come from claims or computations that carry their inputs.
RULE 02
Refusal is a first-class answer. Twelve distinct reasons to decline, each stated.
RULE 03
Nothing is ever overwritten. Superseded, retracted, corrected: the history stays visible.
Founding partners

We are taking founding partners for the coming earnings season.

A paid sprint on your names: two earnings cycles, embedded with your team, your estimates and your format. At the end, you tell us what it took off your desk.

Talk to us partners@vladasystems.com