AI workforce for
ambitious enterprises.

Built for multi-hour complex workflows.

It learns how your experts get work done, then pairs AI reasoning with deterministic execution to run those workflows across your enterprise.

Build AI Workforce See how it works
Good morning, Ananya

Monday, November 2 · 2 in progress · 4 need you

Ask for anything, or type @ to pick a person, app or playbook

GmailExcelTeamsWorks across your banking tools
Suggested for youFor youBy projectDue soon
KYKYC review
Review the missing documents for Northstar Exports

Two documents need your review before the account can be opened.

Preview ›
CRCredit operations
Prepare the credit renewal brief for Monday

Bring together the financials, account activity and outstanding queries.

Preview ›
ASYour team
Work with Rohan on the account review

Keep the evidence, discussion and next steps together.

Work together ›
ActivityWorkNeeds you 4UpdatesPlaybooks
KYC review is ready for your approval

The company records and ownership details have been checked. Review the two outstanding documents before proceeding.

Account opening · Just now
Rohan added evidence to the transaction review

The source records and case summary are ready for the compliance team.

Compliance · 12 minutes ago
Today2 things
CO

Review the flagged transactionsCompliance review
Evidence and case notes are ready for your decision.

CR

Credit committee briefReview the draft ahead of tomorrow's meeting.

All tasks ›
People you work with
RMRohanPKPriya

Backed by:

  • OpenAI
    for Startups
  • Microsoftfor Startups
  • AWS Startups
  • NVIDIA Inception Program

Leaders from:

  • USC
  • Google
  • Meta
  • Stanford University
  • McKinsey & Company
  • UC Berkeley
  • IIT
    Roorkee
  • PwC

Share confidential documents on a platform that gives you control, visibility, and trust.

From expert work to repeatable execution

Your experts lead.
Context carries the work.

  1. 01

    Capture expert workflows

    Learn from the actions, decisions and handoffs across your systems.

  2. 02

    Run routine steps

    Pair AI judgment with fixed rules, and wait for critical approvals.

  3. 03

    Improve with each correction

    Test process changes against past work before the next run.

Already at work in banks, fintechs, and private equity.

  1. 01 Avenues AIGlobal fintech A contactless card payment at a terminal.
    5×
    Faster customer activation
    90%
    Lower cost per case
    Agentifying a global fintech platform
  2. 02 Private EquityPortfolio operations Modern glass architecture representing private equity portfolio businesses.
    99%
    Decision accuracy on completed cases
    Connected intelligence across the portfolio
  3. 03 Banas BankRegional bank Black-and-white ATM artwork with the Banas Bank emblem.
    80×
    Faster fraud investigations
    Bringing connected intelligence to Banas Bank

Growth still runs on headcount.

The work that needs judgment can’t be handed to AI agents or fixed workflows.

AI agents

Powerful, but too costly and unpredictable to run real operations alone, and can take unintended actions without guardrails.

Hard-coded workflows

Reliable, but take months to build and break when work hits exceptions.

The gap

Experienced people still have to bridge the gap.

FIS Commercial Loan Origination covenant monitoring
Policy loan request.pdf
Life insurance policy loan request form
[KYC] onboarding
Statements
loan agreement.pdf
Google search for business account KYC requirements
Moody's portfolio monitoring with ratings and outlooks

Verify account holder

The details entered do not match
Loan tape Q3.xlsx
fx
ABCDEFGH
1Value dateAccountCounterpartyTypeCcyAmountStatusReference
209/02/2026Operating ••4821Halvorsen Freight LLCWire outUSD48,250.00ClearedWR-20931
309/02/2026Payroll ••1177Gusto PayrollACH debitUSD126,904.18ClearedAC-77310
409/03/2026Operating ••4821Northgate Steel SupplyWire outUSD18,600.00ClearedWR-20944
509/03/2026Lockbox ••0093Brightline Retail Inc.Wire inUSD212,000.00ClearedWR-20951
609/04/2026Operating ••4821Meridian Tooling GmbHIntl wireEUR36,480.00PendingSW-11802
709/04/2026Escrow ••5520Title Partners of TXWire outUSD640,000.00ReviewWR-20963
809/05/2026Operating ••4821Pacific Rim LogisticsWire outUSD9,875.40ClearedWR-20970
909/05/2026Treasury ••7702Fed Funds SweepBook transferUSD1,500,000.00ClearedBK-00412
1009/08/2026Operating ••4821Cardinal Health SupplyACH debitUSD4,312.66ClearedAC-77352
1109/08/2026Lockbox ••0093Oakmont HospitalityWire inUSD58,700.00ClearedWR-20988
1209/09/2026Operating ••4821Sato Components KKIntl wireJPY4,820,000ReturnedSW-11829
1309/09/2026Escrow ••5520Harbor County ClerkWire outUSD12,415.00ClearedWR-20996
1409/10/2026Operating ••4821Redwood Fleet LeasingACH debitUSD22,180.00ClearedAC-77391
1509/10/2026Payroll ••1177IRS EFTPSTax paymentUSD41,077.52ClearedTX-03318
1609/11/2026Treasury ••7702Fed Funds SweepBook transferUSD750,000.00ClearedBK-00419
1709/11/2026Operating ••4821Lakeshore PackagingWire outUSD15,940.25ReviewWR-21004
Loan tapeCovenants
Deposit reconciliation.xlsx
fx
ABCDEFGH
1Value dateAccountCounterpartyTypeCcyAmountStatusReference
209/02/2026Operating ••4821Halvorsen Freight LLCWire outUSD48,250.00ClearedWR-20931
309/02/2026Payroll ••1177Gusto PayrollACH debitUSD126,904.18ClearedAC-77310
409/03/2026Operating ••4821Northgate Steel SupplyWire outUSD18,600.00ClearedWR-20944
509/03/2026Lockbox ••0093Brightline Retail Inc.Wire inUSD212,000.00ClearedWR-20951
609/04/2026Operating ••4821Meridian Tooling GmbHIntl wireEUR36,480.00PendingSW-11802
709/04/2026Escrow ••5520Title Partners of TXWire outUSD640,000.00ReviewWR-20963
809/05/2026Operating ••4821Pacific Rim LogisticsWire outUSD9,875.40ClearedWR-20970
909/05/2026Treasury ••7702Fed Funds SweepBook transferUSD1,500,000.00ClearedBK-00412
1009/08/2026Operating ••4821Cardinal Health SupplyACH debitUSD4,312.66ClearedAC-77352
1109/08/2026Lockbox ••0093Oakmont HospitalityWire inUSD58,700.00ClearedWR-20988
1209/09/2026Operating ••4821Sato Components KKIntl wireJPY4,820,000ReturnedSW-11829
1309/09/2026Escrow ••5520Harbor County ClerkWire outUSD12,415.00ClearedWR-20996
1409/10/2026Operating ••4821Redwood Fleet LeasingACH debitUSD22,180.00ClearedAC-77391
1509/10/2026Payroll ••1177IRS EFTPSTax paymentUSD41,077.52ClearedTX-03318
1609/11/2026Treasury ••7702Fed Funds SweepBook transferUSD750,000.00ClearedBK-00419
1709/11/2026Operating ••4821Lakeshore PackagingWire outUSD15,940.25ReviewWR-21004
DepositsExceptions
Wire log September.xlsx
fx
ABCDEFGH
1Value dateAccountCounterpartyTypeCcyAmountStatusReference
209/02/2026Operating ••4821Halvorsen Freight LLCWire outUSD48,250.00ClearedWR-20931
309/02/2026Payroll ••1177Gusto PayrollACH debitUSD126,904.18ClearedAC-77310
409/03/2026Operating ••4821Northgate Steel SupplyWire outUSD18,600.00ClearedWR-20944
509/03/2026Lockbox ••0093Brightline Retail Inc.Wire inUSD212,000.00ClearedWR-20951
609/04/2026Operating ••4821Meridian Tooling GmbHIntl wireEUR36,480.00PendingSW-11802
709/04/2026Escrow ••5520Title Partners of TXWire outUSD640,000.00ReviewWR-20963
809/05/2026Operating ••4821Pacific Rim LogisticsWire outUSD9,875.40ClearedWR-20970
909/05/2026Treasury ••7702Fed Funds SweepBook transferUSD1,500,000.00ClearedBK-00412
1009/08/2026Operating ••4821Cardinal Health SupplyACH debitUSD4,312.66ClearedAC-77352
1109/08/2026Lockbox ••0093Oakmont HospitalityWire inUSD58,700.00ClearedWR-20988
1209/09/2026Operating ••4821Sato Components KKIntl wireJPY4,820,000ReturnedSW-11829
1309/09/2026Escrow ••5520Harbor County ClerkWire outUSD12,415.00ClearedWR-20996
1409/10/2026Operating ••4821Redwood Fleet LeasingACH debitUSD22,180.00ClearedAC-77391
1509/10/2026Payroll ••1177IRS EFTPSTax paymentUSD41,077.52ClearedTX-03318
1609/11/2026Treasury ••7702Fed Funds SweepBook transferUSD750,000.00ClearedBK-00419
1709/11/2026Operating ••4821Lakeshore PackagingWire outUSD15,940.25ReviewWR-21004
WiresReturnsSummary
Signed invoice for draw request
Invoice attached to an email
Send
Business account2 beneficial ownersEnhanced due diligence
Halvorsen Freight LLCEIN 84-2913377DelawareVerify
Re: Fwd: Covenant waiver required
nCino1
Gmail7,201
MayaCan you send the signed loan docs today?
OmarIs this borrower within policy?
Benhey quick question

Gmail · Inbox

Tom Halvorsentom@halvorsenfreight.com

Account opening documents

Hi Maya, attached are our articles of incorporation and the signed W-9 for the new operating account.

  • PDFArticles of incorporation.pdf
  • PDFW-9 signed.pdf

Secretary of State · Business search

Secretary of State business registry search

Beneficial owners

  • Tom Halvorsen60% owner · ID verifiedClear
  • Elena Halvorsen40% owner · ID verifiedClear
Control person
Tom Halvorsen
Ownership mapped
100%

World-Check One · Screening

World-Check One screening results

Business account

Approved
Entity
Halvorsen Freight LLC
EIN
84-2913377
Owners verified
2 of 2
Sanctions
0 hits
Risk rating
Low

Ready to open

Gmail · Inbox

Tom Halvorsentom@halvorsenfreight.com

Signed invoice for first draw

Hi Maya, attached is the signed invoice for the first draw on the equipment line.

INV-100.jpg1.2 MB

FIS · Commercial Loan Origination

FIS covenant monitoring for the borrower

Financial spread.xlsx

YearRevenueEBITDALeverage
2023$18.2M$2.9M2.8x
2024$20.6M$3.4M2.6x
2025$22.1M$3.8M2.4x

Within the 3.5x covenant

Moody’s · Ratings

Moody’s ratings and outlook

Credit memo

$2.4M equipment line
Borrower
Halvorsen Freight LLC
Moody’s
Baa3 · Stable
Net leverage
2.4x
KYC
2 owners cleared

Ready for credit committee

Account application

Maria OrtizEveryday checking
Date of birth
••/••/1989
Address
2214 Ridgeway Dr, Austin TX
Channel
Mobile app
Initial deposit
$500.00

Identity document

Texas driver license
Name match
Maria Ortiz
Expires
2029
Face match
98.7%

Verified

Proof of address

  • PDFAustin Energy bill, Sept 2026.pdf
Name on bill
Maria Ortiz
Address
2214 Ridgeway Dr
Issued
21 days ago

Match

AML screening

Sanctions
0 hits
PEP
0 hits
Adverse media
0 hits
Device risk
Low

Clear

Account opened

Everyday checking
Account
••••4821
Opened
Today, 10:14 AM
Manual review
Not required

Opened

Bank statements · Sept 2026

09/01Payroll · Northwind+$3,240.00
09/03Rent · Oak Lane−$1,450.00
09/15Payroll · Northwind+$3,240.00
09/18Auto loan−$412.00
09/22Card payment−$380.00

Income verification

Employer
Northwind Logistics
Monthly income
$6,480
Months verified
6 of 6
Variance
0%

Verified

Credit report

742
Utilization
18%
Open accounts
6
Delinquencies
0
Inquiries, 6 months
1

Affordability

Requested
$25,000 · 48 months
Monthly payment
$618
Debt-to-income after loan
31%
Policy limit
40%

Within policy

Loan decision

$25,000.00
Term
48 months
APR
9.4%
Decision
Automatic, within policy

Approved

Gmail · Claims inbox

Maria OrtizPolicyholder

Claim CL-20418: rear-end collision

  • PDFClaim form.pdf
  • JPG6 damage photos
  • PDFRepair estimate.pdf
  • JPGTow invoice.jpg

Sensitive data masked

Policyholder
M•••• O••••
SSN
•••-••-4410
Date of birth
••/••/1989
Bank account
••••2210
Policy number
PL-••••-7731

Masked before AI

Claim values

Date of loss10/02/2026
Repair estimate$9,240.00
Deductible$1,000.00
Coverage limit$25,000.00
Payable$8,240.00

Missing document

Sofia OrtizClaims auditor

The police report is missing. I requested it from the policyholder and will review the claim when it arrives.

Waiting on auditor

Claim decision

$8,240.00
Claim
CL-20418
Approved by
Sofia Ortiz
Police report
Received 2:10 PM
Payment
ACH, tomorrow

Approved

Business onboarding

Business accounts, opened in hours

Filings read, owners verified and sanctions screened before your team opens the file.

See how it works

Business underwriting

Commercial credit, every source checked

Documents, the origination record, the financial spread and ratings, gathered into one memo.

See how it works

Consumer onboarding

Good customers through in minutes

Identity, address and AML checks run together. Only real exceptions reach a reviewer.

See how it works

Consumer underwriting

Personal loans, decided in minutes

Statements, income and affordability checked against your credit policy.

See how it works

Claims management

Claims settled, auditors in control

Sensitive data is masked before AI reads it. Anything missing goes to your auditor.

See how it works

Results

5×
Faster customer activation
90%
Lower cost per case
100%
of 25%+ owners verified before approval

Results

80%
less time to a credit decision
3×
applications per analyst
99%
Decision accuracy on completed cases

Results

70%
less time to open an account
4×
onboarding capacity
60%
fewer manual reviews

Results

90%
faster credit decisions
50%
lower cost to underwrite
3×
underwriting capacity

Results

40%
more claims settled straight through
60%
less manual work for adjusters
0
sensitive fields sent to AI

Systems that never spoke

Applications, records, and reviews. All in separate systems.

IntroducingContext Labs

The operating system for your most complex work.

Turn expert judgment into operating logic.

Turn expert decisions into operating logic

Every case leaves a trail across your systems and teams: actions, handoffs, approvals, escalations and exceptions. Context links that trail to each outcome, learns why each call was made, and turns it into logic your AI agents can follow.

Turn expert decisions into operating logic. documents and expert reasoning become reusable steps.

Run that logic as hybrid workflows

AI makes only the judgment calls: reading documents, weighing exceptions and deciding what happens next. Every calculation, update and action runs on fixed rules, so the same input always gives the same result, with no hallucinations, near-zero token cost and a full audit trail.

Run that logic as hybrid workflows. Expert judgment is followed by fixed actions and an evidence-backed result.

Improve with every expert correction

When an expert flags a mistake or quietly fixes an output, Context learns why and turns it into a tested, fixed step. Workflows evolve as your processes change, getting faster, cheaper and more reliable without a rebuild.

Improve with every expert correction. an expert correction is tested, reviewed and approved before the next run.
1 / 3

Faster, cheaper, better.

Expert judgment becomes operating logic. Every correction makes the next workflow more reliable.

AIFor the judgment calls
CodeFor reliable execution

+29 ptstask success over the next best system by week 12

50%60%70%80%90%Wk 0Wk 3Wk 6Wk 9Wk 1257%OpenAI Codex + skills64%Claude Cowork + skills + memories93%Context + continuous learning (evals)

Task success over time. The same enterprise tasks are scored against a shared rubric and averaged across three runs, using each system’s standard model and setup.

−94%cost per completed task against the frontier API baseline

0.00×0.25×0.50×0.75×1.00×Wk 0Wk 3Wk 6Wk 9Wk 121.00×Frontier API baseline0.06×Context, cost per completed task

Cost per completed task over time, compared with the frontier API baseline (1.00×). Costs drop as smaller 32B and 8B models take on the workflows they can reliably handle.

−61%fewer steps to complete a task

10203040Wk 0Wk 3Wk 6Wk 9Wk 1215 stepsContext, typical steps per task

Typical steps needed to complete a task over time. As the system learns from repeated work, it needs fewer exploratory tool calls to reach a result.

Across the tools your teams already use.

Context fits into your existing applications, connecting documents, decisions and actions across your teams. No rip-and-replace.

  • Google Docs
  • Google Sheets
  • Microsoft Word
  • Microsoft Teams
  • Google Drive
  • Microsoft Excel
  • Snowflake
  • SAP
  • Alloy
  • Persona
  • Socure
  • Gmail
  • ComplyAdvantage
  • Unit21
  • ServiceNow
  • Feedzai
  • Sift
  • Sardine
  • FICO
  • Stripe
  • Adyen
  • Swift
  • Slack
  • Temenos
  • Visa
  • Plaid
  • Verafin
  • FIS
  • Jack Henry
  • Abrigo
  • Salesforce
  • Mastercard

Privacy and control

Enterprise-grade security.
Control stays with you.

Built for regulated workflows. Your data stays in your environment, with zero retention—including for AI.

Deploy in your private cloud or on-premise. Keep every action logged, every role controlled, and every workflow in your hands.

Virtual private
cloud

Enterprise deployment
infrastructure

Zero data
retention

Your data,
securely encrypted

Independent
model validation

Unlike other AI tools,
Context owns the outcome.

From the first document to the final decision, Context carries work across your systems. Your team sets the boundaries, approves what matters, and stays in control.

Week 0

You approve everything

  • Read the evidence
  • Prepare a decision
  • Follow up on missing details
  • Keep your systems in sync
  • Apply your approved policies
  • Resolve routine exceptions
  • Coordinate every handoff
  • Carry the case to completion
  • Read the evidence
  • Prepare a decision
  • Read the evidence
  • Prepare a decision
  • Follow up on missing details
  • Keep your systems in sync
  • Read the evidence
  • Prepare a decision
  • Follow up on missing details
  • Keep your systems in sync
  • Apply your approved policies
  • Resolve routine exceptions
  • Read the evidence
  • Prepare a decision
  • Follow up on missing details
  • Keep your systems in sync
  • Apply your approved policies
  • Resolve routine exceptions
  • Coordinate every handoff
  • Carry the case to completion

Deep in regulated,
mission-critical industries

Deployment teams
in every market.

Local teams who build it with you, then
hand it over and move to the next use case.

See the model

Learn more

Frequently asked questions

Will we need to change our existing systems?

Context fits into the applications your teams already use. We work with you to define the connections, access and deployment requirements for each workflow, including a virtual private cloud or on-premise setup.

How does Context compare with workflow builders such as n8n?

Context learns why experts make decisions, then turns that judgment into operating logic. AI handles the judgment calls while calculations, updates and actions run on fixed rules. Your team does not have to encode every exception upfront.

How does learning from experts work?

Context connects actions, handoffs, approvals and exceptions to their outcomes. It learns the reasoning behind those decisions and turns expert corrections into tested steps that agents can follow.

Which business processes can Context support?

Context is built for complex enterprise work, including banking operations, insurance and private equity. Start with a process that combines documents, decisions, approvals and work across several systems.

What controls protect our information?

Deployment options include your virtual private cloud or on-premise infrastructure. Role-based access controls and audit trails keep actions accountable. Review the security requirements for your workflow with our team before deployment.

What commitment is needed to get started?

Talk to our team about the first workflow you want to build. Scope, commercial terms and ongoing support are agreed for your deployment.

When should we expect the first results?

The rollout depends on the workflow, available evidence, required connections and your approval process. Our deployment team will help define the first use case and its delivery milestones.

How does this change the role of our team?

Your experts set the rules and handle the decisions that need their attention. Context takes on execution, while corrections help the workflow improve over time.

How are ownership and responsibilities defined?

Data ownership, workflow deliverables and operating responsibilities are set out in your agreement. Our team will walk through these with you before work begins.

What follows the initial workflow review?

We turn the selected process into operating logic, build its hybrid workflow and test it with your experts. Deployment teams help you put it into operation and move to the next use case.

The team building
the future of applied AI.

Build AI workforce Research