The AI reads it. Never sees it.

Privacy for
the AI era.

Sensitive data never reaches the model. Detection, monitoring and compliance reporting, one agent, zero workflow change.

Start a pilot 30-minute call, then a two-week pilot with your team.
Monitors 16 endpoints
OpenAIAnthropicGeminiMistralCohereGroqTogetherPerplexityOpenRouterBedrockAzureVertexHuggingFaceReplicateDeepSeekxAI
What Argos is

One agent on every device. One dashboard for the whole fleet.

Argos runs quietly on every device, catching sensitive data before it ever reaches an LLM. Sentinel, the executive dashboard included with every install, turns that into org-wide visibility: risk trends, department breakdowns, and board-ready reports, built from anonymized metadata only.

See the full executive view
sentinel · org overview
Real Sentinel dashboard walkthrough · 47 devices · anonymized metadata only
How it moves

One roundtrip: tokenize, shield, forward, rehydrate.

Argos rewrites sensitive bytes before they leave the device and restores them in the response. Here's the whole trip.

The raw value crosses the wire only until it reaches Argos. Past that point, the model works with placeholders.

Tokenize

Every detected span (names, IDs, keys, medical codes) is swapped for a stable placeholder before anything leaves the device.

Shield

Sensitive figures (revenue, headcount and other business numbers) are protected before anything leaves the device. The model still does useful work; the real figures stay home.

Forward

The tokenized payload travels to the model over the normal wire. To the AI it is an ordinary, fully readable prompt.

Rehydrate

The response comes back and placeholders are restored to the real values. Your team never notices the trip.

Read the full pipeline walkthrough in the docs
See it work

Type it in. Watch it disappear.

Paste a real prompt: patient names, card numbers, API keys, whatever you'd normally hesitate to send. Argos catches it before it leaves the device and swaps it for a safe placeholder in real time.

What the model sees
scanning as you type
Your prompt · edit it
through Argos · forwarded to the LLM
0 findings · k-anonymity n/a · risk 0/100 PASS
See the full detection engine in the docs

Sentinel: the executive view.

Sentinel isn't a separate product or a separate login: every installation includes it, aggregating anonymized metadata from every reporting agent into org-wide visibility with zero raw data exposure. Seven views, from fleet overview to board-ready compliance reports, all included.

01
Org Overview
Total scans, devices, blocked, redacted, risk distribution, 7-day trend.
02
Device Browser
Per-device peak risk, blocked count, last seen, sortable across every agent.
03
Departments
Engineering vs. Sales vs. Data Science: where the leaks live.
04
Org-wide Scan Log
Every intercepted request with domain, model, regulations, action.
05
Network Monitoring
Outbound traffic, alert rules, flagged events, SMTP notifications.
06
Executive Report
Board-ready compliance posture, key findings, recommendations.
07
Server Settings
Ingest keys, retention, digest email, agent install commands.
Runs client-side. The demo portal runs entirely in the browser against realistic demo data.
sentinel · org overview
ARGOS SENTINEL
44 online · 3 stale
Acme Corporation
Account ciso@acme.com
Total scans
0
Blocked
0
Critical
0
Findings
0
Redacted
0
Posture
0/100
Risk distribution
Critical373
High1,475
Medium2,946
Low5,011
14:32 · judy · Engineering · api.openai.com · REDACTED · GDPR · PCI-DSS
14:29 · alice · Data Science · api.anthropic.com · PASSED · none
14:21 · carol · Product · api.cohere.ai · REDACTED · GDPR
DeviceDeptScansPeakBlocked
macOS-leo
leo@acme.com
Sales611798
Ubuntu-elena
elena@acme.com
Sales573778
macOS-olivia
olivia@acme.com
Marketing540864
macOS-judy
judy@acme.com
Engineering5349611
Windows-walter
walter@acme.com
Product532817
Windows-niaj
niaj@acme.com
Engineering5068412
TeamScansCriticalRisk
Engineering
18 devices · 18 users
5,40013185
Product
8 devices · 8 users
2,9395682
Data Science
11 devices · 11 users
2,83510086
Marketing
6 devices · 6 users
1,9335291
Sales
4 devices · 4 users
1,6253488
UserDomainLLMRiskAction
zane@acme.comapi.perplexity.aigemini-pro99BLOCK
mallory@acme.comapi.cohere.aigpt-3.5-turbo79REDACT
xavier@acme.comapi.anthropic.comclaude-3-opus62REDACT
diana@acme.comapi.perplexity.aigemini-pro59WARN
erin@acme.comapi.cohere.aigpt-4-turbo49WARN
ravi@acme.comapi.anthropic.comgpt-429LOG
elena@acme.comapi.together.xyzgpt-4-turbo0LOG
Events (24h)
44
Volume out
67.9 MB
Flagged
5
Traffic by category
LLM API14
Telemetry12
Unknown SaaS8
Dev Tools7
File Upload3
Flagged events
walter@acme.com → wetransfer.com
FILE UPLOAD · 12.1 MB · dev-019
2d ago
elena@acme.com → wetransfer.com
FILE UPLOAD · 21.9 MB · dev-028
3d ago
zoe@acme.com → cdn.synthhub.io
UNKNOWN SAAS · 296.1 KB · dev-046
3d ago
Executive Security Summary
Weekly summary · Apr 11-17, 2026 · Acme Corporation · 47 devices
ELEVATED
14,732 SCANS339 BLOCKED373 CRITICAL4,420 FINDINGSGDPR · HIPAA · PCI-DSS
Key findings
Engineering leads critical incident count · 131 critical detections (35% of total)
474 HIPAA triggers across org · all redacted or blocked by the agent
112 k-anonymity violations · below the org-wide k=5 threshold
Department risk breakdown
Marketing91/100
Sales88/100
Data Science86/100
Engineering85/100
Organization
Organization nameAcme Corporation
Ingest URLhttps://argos.acme.com/api/ingest
Agent retention90 days
Global policies
Block CRITICAL everywhere · Override agent enforcementON
Require minimum k-anonymity · k ≥ 5 org-wideON
Weekly email digest · To ciso@acme.comOFF
Superusers
ciso@acme.com · Admin · youOWNER
security@acme.com · Admin · added Mar 12REMOVE
compliance@acme.com · Viewer · added Jan 15REMOVE
Open portal →
Read the full portal guide in the docs
Start with
a conversation.
A 30-minute call, then a two-week pilot with one team. contact@fluidprism.com ARGOS · MMXXVI