Coordinated Virtual Workforces

AI built for
autonomous workforces.

Financial reconciliation, revenue execution, content repurposing, and dental triage—each workforce runs on relational memory and execution guard rails to power complex operations end to end.

View products
Select Vertical Workforce
  • FINHPHARPER
    Harper Harper AI
    Omnichannel financial reconciliation & settlement
  • REVARARCHER
    Archer Archer AI
    Automated CRM research & meeting briefing
  • SOCSCSCOUT
    Scout Scout AI
    Video hook extraction & comment sentiment mining
  • MEDDVDENTVA
    Dentva Dentva AI
    24/7 dental triage & PMS appointment scheduling
Relational Memory PoweredTrailcore Runtime
Finance OperationsTransactions, Bills, Settlements
FINHPHARPER

Harper — Finance Intel

Harper keeps group money operations grounded in structured records. It ingests transactions, categorizes activity, links spend to shared context, and helps teams move from raw bank data to bills and settlements.

Stage 01

Transaction Categorizer

Classifies incoming bank activity against the account category system.

Stage 02

Transaction Linker

Finds which transactions likely belong to a group bill or shared expense.

Stage 03

Bill Management

Creates and updates split bills with member resolution and group-aware logic.

No prompt engineering required

Connected to the infrastructure and systems your operations rely on

Bank Sync
HubSpot CRM
Dentrix PMS
Salesforce
QuickBooks
YouTube API
LinkedIn Voice
Stripe Connect
Epic EHR
FINHPHARPER

Live Workforce Spotlight

Introducing Harper Harper AI
Autonomous execution at any volume.

Harper keeps group money operations grounded in structured records. It ingests transactions, categorizes activity, links spend to shared context, and helps teams move from raw bank data to bills and settlements.

trailcore@runtime:~/$finance-intel (Harper AI)
Live Execution
>bank.sync(account: "acc_chase_0921", since: "2026-06-01")
→→ 42 transactions ingested. Matching against active group bills...
>bills.resolve_splits(bill_id: "bill_team_dinner_44")
✓✓ 5 members assigned. Receipt OCR itemized to individual spend.
>settlement.generate_paydown(group: "eng_leadership")
✓✓ Optimal settlement graph computed: 2 transfers required.
Guard Rails: EnforcedRelational Memory: Synced

Why forward-thinking teams choose Magictrail.

We don't build generic workflow builders or loose chatbots. We build digital factory floors for autonomous agents governed by relational memory.

Relational memory at the core

Every vertical runs on durable entities, typed fields, and linked items so agents reason over true business state instead of loose prompt history.

Governed agent chaining

Each agent turns one structured stage into the next, with playbooks and guard rails deciding when downstream execution is allowed to continue.

Vertical-specific execution

Magictrail stays platform-first while shipping purpose-built workforces for finance, sales, content, and dental triage. Each workforce has specialized tools and schemas.

Digital factory floor

A coordinated runtime where autonomous agents execute across departments, turning siloed tasks into a governed enterprise digital factory floor.

Latest workforce releases

Changelog & Updates

Harper 2.1

Cross-channel settlement engine, multi-member split resolution, and receipt OCR reconciliation.

May 2026 · Product View notes →

Archer 1.4

Real-time CRM bidirectional sync, buying signal scoring engine, and automated brief staging.

April 2026 · Product View notes →

Scout 1.2

Long-form video timestamped hook extractor and comment sentiment clustering for FAQ mining.

March 2026 · Product View notes →
Digital Factory Floor

Start from the platform,
then deploy the right workforce.

Magictrail runs vertical agent systems that require durable relational memory, chained reasoning, and execution guard rails.

Browse vertical registry