AI Outreach Agent Input Contract: Required Fields, Rejection Rules, and Handoff

The direct answer

Define the minimum input record and deterministic rejection rules before permission-aware email or SMS outreach automation begins. The working output is A versioned input-contract table with required fields, validation rules, owners, and rejected-example fixtures.

For AI Outreach Agent, the bounded capability is permission-aware email or SMS outreach automation. Begin only when the team can supply a contact list, the offer, channel rules, suppression data, and an approval owner. The documented delivery target is an SMS or email outreach system with AI-drafted messaging; anything broader requires a new scope and a new authority decision.

The copyable input contract

This input contract is for teams with a legitimate contact list and offer that need a controlled drafting and sending workflow. It begins with a contact list, the offer, channel rules, suppression data, and an approval owner and stays inside the documented workflow: audience eligibility, consent and suppression checks, message drafting, human approval, rate controls, delivery evidence, and opt-out handling. For AI Outreach Agent, the input contract remains reviewable because its decisions have named owners, evidence fields, and stop conditions.

Copy this AI Outreach Agent table into an intake form or machine-readable schema. Its validation column answers whether an input is usable for permission-aware email or SMS outreach automation; its rejection column prevents an incomplete record from entering execution as though it were approved.

Example record

{
  "contract_version": "1.0",
  "request_id": "ART-03-01-EXAMPLE",
  "intended_outcome": "Define the minimum input record and deterministic rejection rules before permission-aware email or SMS outreach automation begins.",
  "input_boundary": "a contact list, the offer, channel rules, suppression data, and an approval owner",
  "authority": "named owner approval required for consequences outside this artifact",
  "acceptance_status": "NOT_TESTED",
  "reopen_if": "contact records without a documented permission basis"
}

Contract decision

A record is admitted only when every required field is present, its source is named, and the compliance reviewer can run the associated check. It is held when a missing fact could be supplied without changing scope. It is rejected when the requested effect exceeds the authority of the recorded owner or asks this product to promise an outcome outside its boundary.

Run the workflow as a sequence of decisions

The AI Outreach Agent input contract follows this working sequence: audience eligibility, consent and suppression checks, message drafting, human approval, rate controls, delivery evidence, and opt-out handling. Within this artifact, each phrase marks a state boundary for permission-aware email or SMS outreach automation. A stage output becomes the next named input, while a failed, missing, or unavailable check keeps the dependent input contract decision closed.

Separate failure register

• FAIL-01: Contact records without a documented permission basis.
• FAIL-02: Suppression lists applied after rather than before enqueue.
• FAIL-03: AI copy that adds unsupported offer claims.
• FAIL-04: Retries that create duplicate sends.
• FAIL-05: Missing stop controls during an incident.

The register supplies negative cases for the complete acceptance set. A reviewer determines affected checks from observed evidence; array position never asserts that one failure proves or disproves one criterion.

The producer can explain what it attempted, but the compliance reviewer evaluates the evidence. If the artifact changes, its prior verdict expires. This is especially important for permission-aware email or SMS outreach automation, where a plausible narrative can hide a stale configuration, an untested negative case, or an authority mismatch.

Failure and recovery drills

A useful AI Outreach Agent input contract explains what happens when its happy path breaks. These drills come from the accepted product truth record rather than a claim that every buyer has each failure. Use safe synthetic or authorized observations for permission-aware email or SMS outreach automation, and keep private credentials out of every fixture.

1. Contact records without a documented permission basis.

Detect for AI Outreach Agent: list owner captures a direct readback or safe fixture that makes this input contract condition observable. Its record binds source, time, method, and the current ART-03-01 fingerprint.

Contain the input contract: stop only the affected AI Outreach Agent path after observing “contact records without a documented permission basis”. Preserve its failed material and last verified state instead of erasing evidence or blindly repeating an external effect.

Recover and prove: apply the smallest authorized AI Outreach Agent correction, then have a distinct reviewer re-evaluate the complete accepted check set. Do not select one check merely because it shares this failure's list position. If any affected input contract check cannot run, its result remains NOT_TESTED.

2. Suppression lists applied after rather than before enqueue.

Detect for AI Outreach Agent: offer owner captures a direct readback or safe fixture that makes this input contract condition observable. Its record binds source, time, method, and the current ART-03-01 fingerprint.

Contain the input contract: stop only the affected AI Outreach Agent path after observing “suppression lists applied after rather than before enqueue”. Preserve its failed material and last verified state instead of erasing evidence or blindly repeating an external effect.

Recover and prove: apply the smallest authorized AI Outreach Agent correction, then have a distinct reviewer re-evaluate the complete accepted check set. Do not select one check merely because it shares this failure's list position. If any affected input contract check cannot run, its result remains NOT_TESTED.

3. AI copy that adds unsupported offer claims.

Detect for AI Outreach Agent: compliance reviewer captures a direct readback or safe fixture that makes this input contract condition observable. Its record binds source, time, method, and the current ART-03-01 fingerprint.

Contain the input contract: stop only the affected AI Outreach Agent path after observing “AI copy that adds unsupported offer claims”. Preserve its failed material and last verified state instead of erasing evidence or blindly repeating an external effect.

Recover and prove: apply the smallest authorized AI Outreach Agent correction, then have a distinct reviewer re-evaluate the complete accepted check set. Do not select one check merely because it shares this failure's list position. If any affected input contract check cannot run, its result remains NOT_TESTED.

4. Retries that create duplicate sends.

Detect for AI Outreach Agent: campaign operator captures a direct readback or safe fixture that makes this input contract condition observable. Its record binds source, time, method, and the current ART-03-01 fingerprint.

Contain the input contract: stop only the affected AI Outreach Agent path after observing “retries that create duplicate sends”. Preserve its failed material and last verified state instead of erasing evidence or blindly repeating an external effect.

Recover and prove: apply the smallest authorized AI Outreach Agent correction, then have a distinct reviewer re-evaluate the complete accepted check set. Do not select one check merely because it shares this failure's list position. If any affected input contract check cannot run, its result remains NOT_TESTED.

5. Missing stop controls during an incident.

Detect for AI Outreach Agent: incident owner captures a direct readback or safe fixture that makes this input contract condition observable. Its record binds source, time, method, and the current ART-03-01 fingerprint.

Contain the input contract: stop only the affected AI Outreach Agent path after observing “missing stop controls during an incident”. Preserve its failed material and last verified state instead of erasing evidence or blindly repeating an external effect.

Recover and prove: apply the smallest authorized AI Outreach Agent correction, then have a distinct reviewer re-evaluate the complete accepted check set. Do not select one check merely because it shares this failure's list position. If any affected input contract check cannot run, its result remains NOT_TESTED.

Ownership and handoff

For this AI Outreach Agent input contract, the adjudication role is compliance reviewer. That role judges frozen acceptance evidence for permission-aware email or SMS outreach automation without becoming the product owner, legal adviser, security authority, or buyer. Its handoff retains open gaps, failed evidence, changed hashes, and the next action permitted for ART-03-01.

Evidence and acceptance

Use these product-specific statements as candidate acceptance checks:

• Eligibility is checked before drafting and enqueue.
• Suppression and opt-out states are enforced.
• Claims stay inside approved offer facts.
• Idempotency prevents duplicate sends.
• A human can pause and audit the campaign.

For every AI Outreach Agent input contract check, retain the tested object, environment or source, observation time, method, expected result, actual result, verifier identity, and artifact hash. In this ART-03-01 record, label a direct readback OBSERVED, a reproducible transformation COMPUTED, and an interpretation JUDGMENT; never merge those states into one confident claim.

The research packet observed 1 impressions across adjacent site queries such as “manual outreach inefficiencies” for the exact Search Console property https://sincllm.com/ during 2026-06-02/2026-08-30. Those observations help locate an existing audience vocabulary. They are not search-volume estimates, do not prove demand for this exact page, and do not predict clicks or rankings.

The product boundary remains controlling: A sending system does not establish consent, legal compliance, message truthfulness, deliverability, or recipient interest. Those decisions remain with the operator and qualified advisers.

Implementation checklist

• The input contract names the distinct reader job: Define the minimum input record and deterministic rejection rules before permission-aware email or SMS outreach automation begins.
• The input boundary is explicit: a contact list, the offer, channel rules, suppression data, and an approval owner.
• The intended deliverable is explicit: an SMS or email outreach system with AI-drafted messaging.
• Every required acceptance check has current evidence or an honest NOT_TESTED status.
• At least one negative fixture covers contact records without a documented permission basis.
• The compliance reviewer is distinct from the artifact producer.
• Rollback or reopen conditions are written before consequential action.
• No ranking, traffic, conversion, compliance, certification, or buyer-outcome guarantee was added.

When this AI Outreach Agent input contract has a failed item, repair that named item and rerun its dependent checks. Keep the frozen threshold intact; the remaining checks cannot establish that the failed ART-03-01 condition probably holds.

Related campaign guides

These four crawlable links cover the other AI Outreach Agent operator artifacts. Each leads from the current input contract to a different reader task and promised artifact, rather than to a keyword variation of this page.

• AI Outreach Agent Evidence Packet: What to Capture Before a Decision
• AI Outreach Agent Operator Runbook: Daily Checks, Escalations, and Handoff
• AI Outreach Agent Control Dashboard: Signals, Alerts, and Review Cadence
• AI Outreach Agent Change Protocol: Versioning, Canary Tests, and Rollback