Classification & compliance

1099 compliance that scores risk before you sign.

Classify every contractor against IRS and state-specific rules with AI. See the risk level in seconds, with an audit trail that survives an audit.

engageapp.ai/app
Classification assessment — Jamie Reyes
⚠ Medium risk
AI rationale (GPT-4o)
This engagement has elements that could be read as 1099-compatible (independent control over schedule, own equipment) but also hybrid signals (project-based work with fixed scope, pay by hour). Under California's AB5 / ABC test, the C-prong requires the worker to be customarily engaged in an independently established trade — verify this before approving as 1099.
Control
Mixed
Integration
Elevated
Trade
Clean
Approve 1099
Convert to W-2
Route to legal

1099 compliance is the practice of correctly classifying independent contractors under IRS and state rules, collecting the right tax documentation, and retaining auditable records that survive a labor-department review. Engage automates the classification step with AI risk scoring against the IRS common-law test and state-specific variants like California's AB5, captures W-9 and related forms in-platform, and logs every classification decision with user, timestamp, and reasoning.

GPT-4o
Model powering classification
50
US states with rule coverage
3
Risk tiers: low, medium, high
100%
Decisions logged to audit trail

AI classification with reasoning

Each assessment returns a risk tier plus a written rationale citing which classification factors mattered. Your legal team reviews the reasoning, not just the score.

State-specific rules

Coverage for the IRS common-law test and state variants — AB5 and the ABC test in California, the Borello test fallback, and equivalent rules across all 50 states.

Audit trail on every decision

Who classified, what inputs, what the AI returned, what the human decided, when. Immutable, timestamped, exportable.

Decision workflow

Approve a classification, request changes, or convert a worker from 1099 to W-2 with one click. Multi-stage workflow (draft, pending, approved, converted, rejected).

W-9 and form capture

Collect tax documentation during onboarding. Alert on expired or missing documents. Export 1099-NEC data for your filing tool.

Compliance dashboard

Severity-filtered view of classification risks across your workforce. Critical, high, medium, low. Overdue items highlighted.

engageapp.ai/app
Classification assessment — Jamie Reyes
⚠ Medium risk
AI rationale (GPT-4o)
This engagement has elements that could be read as 1099-compatible (independent control over schedule, own equipment) but also hybrid signals (project-based work with fixed scope, pay by hour). Under California's AB5 / ABC test, the C-prong requires the worker to be customarily engaged in an independently established trade — verify this before approving as 1099.
Control
Mixed
Integration
Elevated
Trade
Clean
Approve 1099
Convert to W-2
Route to legal

AI risk scoring with written rationale

  • GPT-4o applies IRS common-law test + state-specific variants
  • Returns risk tier with factor-by-factor reasoning
  • Human reviewer makes the final call — AI is a scoring assistant
engageapp.ai/app
Active reqs
12
Candidates
247
Contractors
38
Compliance
94%
Hiring funnel — last 30 days
7d30d90d
Active engagements
Jamie R — approved
Alex K — pending
Casey M — risk flag
Upcoming
3 interviews today
2 offers pending
1 onboarding gate

Compliance dashboard across your entire workforce

  • Severity-filtered view (critical / high / medium / low)
  • Overdue documents surfaced automatically
  • Audit trail on every classification decision

Classification tooling compared

FeatureEngageDeel Worker ClassifierTax1099 QuizManual spreadsheet
AI-assisted scoring
State-specific rules (AB5, ABC)LimitedDepends
Written reasoning per decisionPartial
Audit trailDepends
Flows into contractor management
Available without paying for a platformFree scorer

How a classification decision flows through Engage

  1. Start an assessment. A hiring manager or recruiter starts an assessment for a prospective contractor. They enter the scope of work, pay rate, location, and key behavioral factors — whose tools, whose schedule, whose work product.
  2. The AI scores the risk. The model applies the IRS common-law test and the relevant state overlay (AB5 in California, ABC test in Massachusetts and New Jersey, etc.). It returns a risk tier — low, medium, or high — with a written rationale.
  3. A human reviews. HR or legal reviews the AI output. The rationale is the useful artifact: "the AI flagged this as high risk because the contractor will use company-provided equipment and work on the company's schedule." That's the kind of input a reviewer can act on.
  4. A decision is recorded. Approve as 1099, convert to W-2, or route to legal for deeper review. The decision, reviewer, and timestamp are logged permanently.
  5. Documentation follows the decision. If approved as 1099, the contractor is routed to the onboarding portal to collect W-9, MSA, SOW, and any jurisdiction-specific documents. All artifacts live on the same record.

Who is liable for misclassification

The hiring company is. Penalties can include back federal income tax, back FICA, back state income tax, unpaid overtime, unpaid workers' comp, unpaid unemployment insurance premiums, and civil penalties. In aggregate this commonly runs 30-50% of what you paid the misclassified worker. The contractor themselves rarely carries exposure. This is why classification is usually a finance and legal function, not just an HR one.

What Engage does not do

Engage scores and documents. It does not provide legal advice, and its AI output is not a legal opinion. For complex or high-risk cases, we route the assessment to your legal team or (if you use HQ Simple's managed compliance service) to our compliance specialists. The platform is a force multiplier for your existing legal function, not a substitute for it.

Frequently asked questions

1099 compliance is the set of practices that ensures workers paid as independent contractors are correctly classified under IRS and state rules, that W-9s and other tax documentation are collected and retained, and that the 1099-NEC form is issued accurately at year-end. Misclassification can trigger federal and state penalties totaling 40%+ of wages paid.

Want HQ Simple to run 1099 compliance for you?

HQ Simple's managed 1099 compliance service takes classification, documentation, filing, and risk review off your plate. Built on the same Engage platform you see here — but with a human team behind it.

Talk to HQ Simple about managed 1099
Last reviewed April 17, 2026 by Benjamin Jack, Founder, HQ Simple.

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