How Salmon Verifies

Everyone claims accurate data.
Here's how we actually prove it.

Static vendors are ~40% inaccurate. Email validators don't check if the person still works there. And no LLM can process millions of partial records against live sources with a confidence score on every output. Salmon does.

The core problem

Three approaches. Three ways to get it wrong.

Every other approach to contact verification fails at a fundamental level. Not because the tools are bad — because they're answering the wrong question.

Email validators

ZeroBounce, Emailable, etc.
achen@vantage.io
Checks Does inbox exist?
"Valid"
What it missed
Alex left Vantage 8 months ago
Catch-all domain — every address "validates"
You just confirmed a dead lead with false confidence
Checks the inbox, not the person.

Static databases

D&B, ZoomInfo, Apollo
Query: Alex Chen, Vantage
Checks Last bulk crawl
6–8 months old
What it missed
Alex was promoted to CMO three months ago
Moved to Meridian — still shows old company
~40% of records already degraded at delivery
Queries a snapshot, not the real world.

Raw LLMs

Claude, GPT, Perplexity
"Find Alex Chen's email"
Checks Training data + reasoning
Plausible guess
What it missed
No access to commercial data providers
Can fabricate plausible-looking contact data
No verification mechanism — no confidence score
Reasons well, but can't verify against live sources.
How Salmon is different

Adaptive verification. Every record, every time.

Salmon doesn't apply a single fixed strategy to every record. It evaluates what signals are available, chooses the right verification path, and escalates when early results are inconclusive.

Record submitted
NameAlex Chen
Emailachen@vantage.io
TitleVP Marketing
CompanyVantage
Signal evaluation
What signals are available?
Corporate email domain
Full name
Title may be stale
Company identified
Route selection
Selected

Standard verification

Corporate email + name + company → lightweight multi-source check

If needed

Deep investigation

Personal email only, or early signals inconclusive → extended source cascade

Live multi-source query
Company websites Live
Data partners Live
Open web Live
Professional networks Live
Public filings Live
News & media Live
No Salmon database to go stale. Every query hits live sources at the moment of the request.
Cross-reference & resolve
Employment Left Vantage → now CMO at Meridian 3 sources agree
Email alex.chen@meridian.com Verified live
Title VP Marketing → CMO 2 sources agree
Phone +1 (415) 555-0142 Direct dial confirmed
Verified output
Alex Chen
98% confidence
Email alex.chen@meridian.com 99%
Title Chief Marketing Officer 97%
Company Meridian 99%
Phone +1 (415) 555-0142 95%
Status Job change detected
Millions
of records processed reliably per batch
<5s
average time to verify a single record
100%
of fields returned with a confidence score
0
static databases — every query hits live sources
Why it matters

Four things no one else does at once.

01

Sources a raw LLM cannot access

Salmon has direct partnerships with commercial data providers and licensed access to platforms that restrict automated querying. When we verify a contact, we pull from a data layer that a prompt to Claude, Perplexity, or any general-purpose AI simply cannot reach.

02

Verifies the person, not just the inbox

For each record, Salmon looks for current employment evidence — not just email activity. The question we answer: does this person still work at this company, in this role? We cross-reference employment signals across multiple sources and return a status that reflects actual tenure.

03

Queries live at the moment of request

There is no Salmon database to go stale. When a record is submitted for enrichment, our system queries live sources in real time. You get the state of the world right now — not the state of the world when someone last ran a crawl.

04

Resolves identity from partial inputs

Most tools require a complete record to return anything useful. Salmon works with whatever signals are available — a name and company, a personal email, a geo alongside a job title. When a personal email is the only identifier, we treat it as a signal and attempt to find the person, then surface their current professional contact information.

Orchestration

Every record gets its own strategy.

Salmon doesn't apply a single fixed playbook. It evaluates what's available, chooses which sources to query, how deep to investigate, and when to escalate to a higher-confidence source if early signals are inconclusive.

Input
Corporate email + job title
Route
Lightweight verification pass
Input
Personal email + name only
Route
Deep investigation cascade
Input
Name + company + geo
Route
Identity resolution + enrich

See it work on your data.

Send us a sample from your CRM — messy, partial, stale, whatever you have. We'll run it through Salmon and show you what comes back, with confidence scores on every field.