Backed by Mayo Clinic Platform_Accelerate

Automate your lab. Extract your data. Unattended.

Survon Aieia is an autonomous AI agent that operates any software, monitoring system, or data tool running on a computer, exactly like a trained operator would. No APIs, no integrations, no vendor cooperation required.

Transparent, predictable pricing.

Scientist working at a laboratory instrument

Backed by

Why Aieia

Works with any software.

Lab software is fragmented, proprietary, and rarely designed for automation. Aieia does not need an API or an integration. It sees the screen the way an operator does and acts on it.

๐Ÿ–ฅ

Works with any software on screen

If your instrument software runs on a computer and a human can operate it, Aieia can operate it too. Chromatography systems, sequencers, microscope controllers, plate readers, LIMS. All supported without any configuration.

Thermo Fisher Agilent Waters Zeiss Leica Nikon Olympus Bruker Illumina Any LIMS Any ELN
๐Ÿ”ฌ

Monitors and acts, not just watches

Aieia does not just log what it sees. It can detect conditions such as drift, threshold breaches, errors, and unexpected states, and execute a defined recovery or response protocol automatically, without waking an operator.

๐Ÿ“Š

Extracts structured data from any interface

Aieia reads values, tables, charts, and readouts directly from the screen and produces clean, structured data outputs. No export API needed. Works with software that has no data export functionality at all.

Chromatograms Sequencing runs Plate readouts Microscopy logs Incubator parameters

Use cases

What labs are using Aieia for

From unattended overnight runs to real-time quality checks, Aieia handles the workflows that consume operator time and do not add scientific value. The examples below are just a few of the workflows Aieia can run.

๐Ÿ”ญ Microscopy

Thermal drift monitoring and recovery

Aieia monitors timelapse imaging sessions in real time, detecting thermal drift by evaluating focus quality and Z-axis values across frames. When drift is detected, it executes the recovery protocol defined by the operator: autofocus, Z-stack search, stage adjustment. The timelapse continues without interruption and without waking anyone up.

โš—๏ธ Chromatography

Automated run setup and data extraction

Aieia configures HPLC or GC runs according to a defined method, monitors run progress, and extracts peak data, retention times, and quantification results directly from the software interface when the run completes. Results are structured and saved locally for downstream analysis.

HPLC Run 004: Extracted
โœ“ Complete
Peak 1 RT4.21 min
Peak 2 RT9.84 min
Peak 1 area482,310 mAU
Purity98.6%
๐Ÿงซ Plate reader

Automated well identification and flagging

Aieia scans plate reader outputs, identifies wells that fall outside defined thresholds such as low signal, high background, and contamination flags, and logs them for operator review. Can also trigger a re-scan or initiate a defined response protocol for flagged wells automatically.

๐Ÿงช Bioreactor and incubator

Unattended process monitoring with automated response

Aieia watches temperature, pH, dissolved oxygen, and other process parameters displayed in bioreactor or incubator control software. When a value drifts outside a defined range, Aieia executes the operator-defined response: adjusting setpoints, logging an alert, or initiating a corrective sequence. No operator present required.

Bioreactor 2 ยท Run 14 ยท 36h elapsed
Monitoring
Temperature
37.1 ยฐC
Target: 37.0 ยฐC
pH
6.82
Target: 7.0 ยฑ 0.1
Dissolved Oโ‚‚
42%
Target: 40%
Agitation
180 rpm
Target: 180 rpm
! pH 6.82 below lower limit (6.90)
โ†’ Base addition initiated. Setpoint adjusted.
โœ“ pH recovering. Logging event.

How it works

See. Reason. Act.
Repeat.

01

Aieia sees your screen

Aieia takes a screenshot of whatever is on the instrument computer's screen, exactly as a human operator would look at it. No plugin, no driver, no API access to the instrument software. If it is visible on screen, Aieia can read it.

02

It reasons about what to do

Enterprise-grade AI model analyzes the screenshot alongside your task instructions, identifies the current state, determines the correct next action, and checks whether prior steps succeeded. All in seconds.

03

It acts on the software

Aieia uses the mouse and keyboard to interact with the instrument software: clicking buttons, entering values, navigating menus, initiating protocols, like how a trained human operator would. No special access required.

04

It loops until the task is done

After each action, Aieia takes a new screenshot and verifies the result. It continues looping, monitoring, deciding, acting, until the task is complete, a condition is met, or an operator intervenes. Fully unattended.

05

Controlled locally or via the Aieia Web Portal

Tasks can be started and stopped locally on the computer or remotely via the Aieia Web Portal. The portal is used only for task dispatch and control. All logs, extracted data, and session records remain entirely on the local instrument computer for privacy and security.

What the portal does: Send tasks to devices. Stop running tasks.
What stays local: All logs. All extracted data. All screenshots. Everything else.
Live task log: local device
1โœ“Screenshot captured. Microscope control panel visible.
2โœ“Navigated to timelapse settings. Interval: 5 min.
3โœ“Timelapse started. Frame 1 acquired. Focus: 94.
47โœ“Frame 47 acquired. Focus: 91. Status: nominal.
112!Focus score 67. Drift threshold exceeded. Initiating recovery.
113โœ“Autofocus panel opened. Z-stack search initiated.
114โœ“Focus restored. Score: 93. Timelapse resumed.
118โœ“Frame 118 acquired. Focus: 92. Status: nominal.
119โ†’Awaiting frame 119โ€ฆ
Aieia Web Portal: Task sent
Monitor timelapse ยท Microscope 3
Sent 3h 42m ago ยท 118 steps completed
Running
Stop task

Aieia Lab Network

For research institutes,
universities, and coworking labs

The Aieia Lab Network is a program for research institutes, university core facilities, and coworking lab spaces to offer Survon Aieia to their users as part of their instrument and facility access offering.

Member labs pay Survon directly. Users access Aieia through the institute's facility, with no individual subscription required. Institutes can offer Aieia as part of instrument booking, overnight run packages, or facility membership benefits.

The Aieia Web Portal gives facility managers visibility into running tasks across all connected instrument computers, without accessing any local data, which stays on each instrument machine.

Enquire about the Lab Network
๐Ÿ›

University core facilities

Offer unattended instrument runs to PIs and students as a facility service.

๐Ÿงช

Coworking lab spaces

Add Aieia to your instrument access offering. Members run and manage experiments remotely.

๐Ÿ”ฌ

Research institutes

Deploy Aieia across multiple labs. Centralised control, fully local data.

๐ŸŒ

Any instrument, any software

One program covers your entire instrument fleet, regardless of vendor or software.

Network benefits
โœ“  Single institute-level agreement with Survon
โœ“  Transparent usage billing per device
โœ“  Aieia Web Portal for facility-wide task management
โœ“  All user data remains on local computers
โœ“  No per-user accounts or individual sign-ups required

OEM and instrument manufacturers

Add autonomous AI to
your instrument.

Survon Aieia is available for licensing by instrument manufacturers and OEMs who want to offer autonomous operation, monitoring, and data extraction as a feature of their product, without building AI infrastructure themselves.

Aieia runs alongside your instrument software on the same workstation, seeing the screen and operating your software exactly as an expert user would. No changes to your software architecture are required. No API integration work. No SDK.

  • โœ“ Aieia operates your existing software. No changes to your product.
  • โœ“ Licensed per device per annum, plus transparent usage-based billing.
  • โœ“ Branded as Survon Aieia. OEM-specific workflows configurable.
  • โœ“ All data processed and stored locally on the instrument workstation.
  • โœ“ Remote task dispatch and control via the Aieia Web Portal.
Discuss OEM licensing
How Aieia integrates with your product
โ˜๏ธ
Aieia Web Portal
Task dispatch and stop. Device management. No data access.
โ†“
๐Ÿค–
Survon Aieia, running on workstation
Sees screen. Reasons. Acts. Logs locally.
โ†•
๐Ÿ–ฅ
Your instrument software
Unchanged. Aieia uses mouse and keyboard to operate it.
โ†•
๐Ÿ”ฌ
Your instrument hardware
Controlled by your software as normal.

Security and data privacy

Your data stays on
your instrument computer.

Aieia is designed from the ground up to keep research data where it belongs: on your local machine. The Aieia Web Portal is used only for task control. Nothing else leaves the device.

๐Ÿ’ป

Fully local data storage

All logs, extracted data, screenshots, and session records are stored locally on the instrument computer. Nothing is uploaded to Survon servers. Your IT team and data governance policies remain in full control.

Nothing leaves the device
๐ŸŒ

Portal for control only

The Aieia Web Portal sends task instructions to connected devices and can stop running tasks. That is all. It cannot read logs, access extracted data, or retrieve any information from the instrument computer.

No data access via portal
๐Ÿ›ก

Zero retention policy

Screenshots and task instructions are sent to an enterprise-grade AI model to determine the next action. The AI provider operates a zero data retention policy for API usage. Data is not stored or used for model training.

Zero retention policy
๐Ÿ”’

No background services

Aieia runs directly on the workstation with no installation required. It does not run background services, does not expose network ports, and only communicates outbound over HTTPS for task instructions and AI inference.

Minimal network footprint
โ˜๏ธ

Private Cloud Routing available

For labs with strict data governance requirements, Private Cloud Routing routes AI inference through your own AWS or Google Cloud account, governed by your existing cloud agreement. Contact us for details.

For enterprise deployments

Pricing

Transparent and predictable. Always.

Aieia pricing is straightforward: a small annual fee per device, plus a per-step usage rate. No seat licences. No platform fees. No opaque enterprise quotes.

Every action Aieia takes โ€” clicking, typing, navigating, thinking, and extracting data from the screen โ€” is billed as a single step. Pricing starts from USD 0.03 per step.

Aieia Lab Network and OEM pricing is discussed directly. Contact us to get a clear number specific to your deployment.

Usage-based pricing

Billed per step. Invoiced at the start of each billing period. No surprises.

Action step (click, type, navigate, think, extract)from USD 0.03
Annual device feeContact us
Aieia Lab NetworkContact us
OEM licensingContact us

FAQ

Common questions

Which lab software does Aieia work with? +
Any software that runs on a computer and displays information on screen. Aieia operates at the screen level, using the mouse and keyboard exactly as a human operator would. It works with chromatography systems (Agilent, Waters, Shimadzu), microscope controllers (Zeiss, Leica, Nikon), plate readers, sequencing platforms, LIMS, ELN, imaging software, and any proprietary or legacy lab software. No API, plugin, or vendor cooperation is required. If a trained person can operate it on a screen, Aieia can operate it too.
Does Aieia work unattended overnight? +
Yes. Aieia is designed for unattended operation. It runs continuously on the instrument computer, monitoring conditions, executing steps, and responding to events without any operator present. The instrument computer must remain on with an active session (no screensaver or lock screen), which is already standard for most lab instrument workstations. Tasks are sent remotely via the Aieia Web Portal and run until complete, until a defined condition is met, or until stopped.
What happens if Aieia encounters an error mid-run? +
Aieia has built-in recovery logic. When it detects that an action did not produce the expected result, it tries alternative approaches before stopping. It monitors its own progress and detects when it is stuck or repeating without advancing. If it cannot recover after multiple attempts, it stops safely and logs the full sequence of steps taken up to that point. You can review the audit log to see exactly what happened and at which step. For sensitive or high-risk workflows, Custom Instructions can set hard constraints such as "stop and log if any unexpected dialogue appears."
How is our research data protected? +
All research data stays on the instrument computer. Aieia does not upload experimental data, results, or extracted records to Survon servers. The Aieia Web Portal is used only for sending task instructions and stopping tasks โ€” it has no access to data on the instrument computer. Screenshots taken during a session are stored locally on the device. The only data that leaves the device during a session is the screenshot sent to the AI model for reasoning (subject to the AI provider's zero retention policy) and the audit log entry sent to Survon's Swiss-hosted infrastructure (action metadata only, no experimental data).
Can we use Aieia across multiple instruments? +
Yes. Aieia runs on each instrument's own workstation independently. The Aieia Web Portal gives you visibility across all connected devices, so you can send tasks to and monitor multiple instruments from a single interface. Each device is licensed separately with a small annual device fee plus usage-based billing. For multi-instrument deployments across a facility or institute, the Aieia Lab Network program offers a single agreement covering all devices.
How does the Aieia Lab Network work for our facility? +
The Aieia Lab Network is a program for research institutes, university core facilities, and coworking lab spaces. The institute signs a single agreement with Survon and pays on behalf of its users. Users access Aieia through the facility, with no individual accounts or subscriptions required. The institute can offer Aieia as part of instrument booking packages, overnight run services, or facility membership benefits. The Aieia Web Portal gives facility managers visibility into running tasks across all connected instrument computers without accessing any local data.
How do OEM licensing terms work? +
OEM licensing allows instrument manufacturers to offer Survon Aieia as a capability alongside their product. Aieia runs on the instrument's workstation computer alongside your existing software, operating it via mouse and keyboard. No changes to your software architecture or source code are required. Licensing is structured as a small annual fee per device plus usage-based billing at the same per-step rate. The product is branded as Survon Aieia. OEM-specific workflows and custom task instructions can be pre-configured for your instrument type. Contact us to discuss terms specific to your product and volume.
Does Aieia require an internet connection to run? +
Aieia requires an internet connection during active task execution for two purposes: sending screenshots to the AI model for reasoning (outbound HTTPS only), and writing audit log entries to Survon's Swiss-hosted servers. The Aieia Web Portal also requires connectivity for task dispatch and device management. If the internet connection is lost mid-run, Aieia will stop at the current step and log the interruption. It does not require any inbound network access and does not expose any ports. For facilities with strict network controls, Private Cloud Routing can route AI inference through your own AWS or Google Cloud account.

Let your instruments run.
Even when you are not there.

Whether you are a PI looking to automate overnight runs, a core facility exploring autonomous instrument operation, or an OEM wanting to add autonomous AI capability to your product. We would like to hear from you.

aieia@survon.co Learn about the Lab Network

We respond within three business days.