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PR AI agent · Journalist pitch matching

Journalist Pitch Matching AI Agent

A file on a reporter who never agreed to it and does not know it exists: record where each line came from, fix the jurisdiction before the send, then let a named partner sign.

4–6 weeksTypical delivery
Your stackDeployment
File firstNamed partner
Agent CareAfter launch

What this agent does

Drafts the approach, never releases it

In
01

A reporter enters the file, and the source of each line in it is written down beside it.

02

A record is enriched from a third party, and the notice that record owes is scheduled, not deferred.

Reason
03

A story is matched to a reporter, and the lines in the file that selected them are named in the match.

04

A draft is written, and its subject line is tested before a news offer turns into an advertisement.

05

A recipient resolves to a country and a subscriber type, because one market says opt-in and the next does not.

Decide
06

Something of value is offered, and the offer and who was told of it are logged before the pitch goes.

07

An item goes out for a foreign principal, and the forty-eight-hour filing clock starts with it.

Out
08

A reporter goes quiet, and the silence is recorded as unreadable rather than scored as a result.

09

Execute send or write actions only inside the approval boundaries agreed at implementation.

Product statement

Matching, drafting and logging belong to the agent. Release belongs to a named partner, who signs for what went out and to whom.

Example workflow

One pitch, file to release

AgentHuman
1Reporter file assembledBylines, beat, outlet, stated preferences, prior contact and where each line came from
2Recipient fixed and classifiedThe country, the subscriber type, the corporate form and the day that classification was set
3Match and draft raised togetherThe lines that selected the reporter, the draft, the subject line and any offer inside it
4Controls appliedNotice checks, jurisdiction checks, subject-line classification and disclosure checks
No human action required

Stages 1 to 4 run unaided, and nothing leaves the building at any of them — the agent is drafting, and the partner lane opens at the release gate.

5DecisionSplits at the release gate
Ordinary trade pitch

Goes to the named partner to release.

Anything for a foreign principal

Adds a counsel read first.

Partner review

The pitch is held with the file lines that selected the reporter, the classification and the offer log.

Send · Append source · Hold for partner review
Released — by the named partner
6Outbound and filing records updatedOnly where send access and the records policy permit it
7Outcome evaluatedNotice currency, classification accuracy, partner corrections and what review found
Corrections

Each partner correction is counted in the evaluation.

What should not run autonomously

Human approval stays in control

Outside the boundary — human approval required8 items
Releasing a pitch to a named reporter.
Deciding an item is not informational materials.
Judging whether a mandate sits outside FARA.
Signing the six-monthly statement under oath.
Automation boundaryAgent acts unaided
Write down the origin of each line in the file.
Schedule the notice a new record owes before it is enriched again.
Fix the country and the subscriber type before the draft is raised.
Log the item, the channel and the named recipient.
Nothing reaches a reporter except by a named partner, inside the agreed boundaries.
Judging whether an offer needs disclosing.
Telling counsel the outbound log is complete.
Choosing which reporters a mandate may approach.
Changes to the file, the send list or the classification.

Example output

One reporter file, annotated

This serves a press office that may have to account for a named contact years after the pitch went out; below is one record exactly as the agent leaves it.

Reporter file · single contactIllustrative example
Selection
Recorded as
Outlet
Evidence of record
Confidence
Held for
Technology desk, named correspondent
Matched on three filed lines
Provenance, per line
Published byline, 3 August 2026
Held unsent
The named partner, by name
As receivedBuilt from published bylines and one vendor record, and it claims nothing the reporter has not printed.
What the file holds Published bylines Vendor record Prior contact log
Why no send hereApproaching a named reporter is a judgement a named partner makes.
ActionReleaseAppend sourceSend to counsel review
What the score decidesWhere the client is a foreign principal the draft gets a counsel read before release.

Value

Where AI adds value

The same four claims, placed at the point in the workflow where each one applies.

Where the value landsValue 01 – 04
Each pitch draftedFrom the file lines that selected the reporter
03Evidence

Where each line is put to work

The agent does not vouch for a reporter file, only for where each line came from, when it was taken, and which of those lines selected the recipient.

01Approved path

A file on a named reporter

Move the country, the subscriber type or the question of whether a partnership counts as corporate, and the same message changes footing, with nobody having lied.

02Human review

What was searched for, and not found

No data-protection authority in the sources searched was found to have ruled on a PR or media contact file as such, while a control query on those same sources returned live data-broker enforcement, so the surface works and what is missing is a carve-out rather than the risk.

04Build an evidence trail

The pitch, the file that selected the reporter and the person who sent it stay together.

Integrations

Typical integrations

Five system groups connect to the same agent. Which of them are in scope is decided in discovery.

Published journalismBylines · outlet mastheads
Beat, desk and coverage filed lately
Contact vendorsMedia CRM · list vendors
Names, addresses and provenance
Your own contact historySent mail · embargo records
Approaches made and any replies received

Agent

Pitch matching and outbound records

Reads the file
Raises the match and the draft
Holds for the partner

Filing and registry sourcesRegistry filings · public notices
Mandates carried for a principal
Observability & evaluationOpenTelemetry · Langfuse
Supported monitoring/evaluation sources

Integration availability depends on the client's existing systems and API access.

Agent controls

Six sieves between the file and the reporter

Six sieves down one column, the last the finest. What settles is set out in the map below.

L6 · Outermost — last line of defenceInward → L1 · closest to the model
L6Rollback / safe modeNarrow the agent to file listing when evaluation or production signals degrade.Roll back
L5Version trackingTrack model, prompt and classification rules, and note the version each pitch was drafted under.Track
L4ProvenanceRecord each file line, where it came from, the notice it owes and each read of the record.Record
L3Partner releaseHold the pitch for a named partner; the hold governs release, not whether the pitch is any good.Gate
L2Recipient guardrailsTest each recipient against its fixed country and subscriber type, and refuse a send whose footing moved.Restrict
L1Disclosure thresholdsRoute an item carrying an offer to a counsel read before the pitch reaches a reporter.Require review
Model corePitch drafted — the file lines, the classification, the offer log and the channel
L1 – L2Test whether a pitch may go
L3Leaves the release to a named partner
L4 – L5Keep the pitch and the file behind it
L6Sends nothing outbound when signals degrade

How Nestack evaluates it

Evaluate the whole approach — not only the pitch that comes out.

Coverage runs the whole depth of the workflow, and every layer is cut by slice.

Surface — the pitch a reporter opens
Depth of coverage ▼
E1Final-output evaluationDid the pitch record the file lines it was actually built on?
E2Step-level evaluationDid the agent read the right reporter, the right beat and the live classification?
E3Tool evaluationDid it read and write the correct contact and the correct outbound entry?
E4Confidence calibrationDo low-confidence matches actually attract more partner corrections?
E5Slice evaluationHow does performance change across specific outlet classes?
E6Business outcomeHow many pitches needed a correction before the partner released?
Floor — the file a pitch rests on

Failure modes

Where each failure originates in the agent

Seven failure modes, each set at the stage where it first shows.

Agent lifecycleDirection of processing →
01 · Retrieval1 mode
TW-01

Notice never issued

A record is enriched and the notice it owes is not sent.

Stage gathersBylines, vendor lines, beats and prior contact
02 · Reasoning2 modes
TW-03

Subject line turns commercial

A news offer is rewritten into an advertisement.

TW-05

Paid promotion left undisclosed

The draft omits the consideration behind it.

Stage proposesThe file lines, the draft and the offer log
03 · Tool / write2 modes
TW-02

Recipient jurisdiction unfixed

The send goes out on the wrong national footing.

TW-04

Offer made with no disclosure chain

Value is offered and nobody downstream is told.

Stage writesOnly where write access and approval policy allow it
04 · Output1 mode
TW-07

Practitioner blocked, silently

A named person is blocked and no signal returns.

Stage returnsThe pitch a reporter opens, and what it asked
05 · Change / Version1 mode
TW-06

Outbound log cannot be rebuilt

Six months of sends sit in systems that do not agree.

Stage tracksModel, prompt, matching rules and file dates
Sev-1 · a pitch sent on an unfixed footing Sev-2 · a sent item never reaches the log Sev-3 · file degrades, pitch held back

Affected slices

Foreign-principal work absorbs the corrections

An outlet-level correction figure can read clean while foreign-principal mandates carry most of the disclosure rework. Nestack reports the correction rate by mandate class, not only in total.

Slice performance — reported separately, not only in aggregateIllustrative example
SliceFailure rateLift Lift vs. thresholdStatus
Foreign-principal mandates10.8%3.7× Review
Multi-market send lists7.7%2.6× Review
Vendor-enriched records4.8%1.6× Watch
Established named contacts2.4%0.8× Normal
Bar: correction-rate lift vs. established-contact baseline · scale 0–4.0× · tick marks the 2.0× review threshold 2 of 4 slices over threshold

Evidence-linked improvement

What an unsourced file costs

The loop shuts when the reporter contacted from a file never disclosed is a standing case. That suite is what the next send list is measured against.

Improvement cycle · five stagesSwitchback — the path turns at Improve and returns at Learn
01Detect

Correction rate rises on foreign-principal mandates.

02Diagnose

The pitch that reached a reporter whose record nobody could source is worked backwards until one cause is left standing.

03Improve

Every send goes out numbered, with the files that selected it attached.

04Verify

Nothing sends while one touched disclosure case is still red.

05Learn

The case stays on, and the matching rules are redrawn beside it.

Learn → DetectThe return edge. The next send list is measured against a suite one case longer.

Typical build scope

Twelve workstreams across six weeks

The build scope read against the delivery timeline. Week structure follows the six-week plan — discovery, sources, matching and drafting, evaluation, integration, then production validation and handover.

Workstream Week 1Week 2Week 3Week 4Week 5Week 6
01Journalist-file and automation-boundary definition.
02Published, vendor and internal sources.
03Contact-to-recipient and disclosure-coverage mapping.
04Contact-file ingestion.
05File, recipient and outlet binding.
06Disclosure scoring and review routing.
07Partner release workflow.
08Media-CRM integration.
09Disclosure and selection cases.
10Guardrails and outbound controls.
11Send-trail instrumentation.
12Deployment, documentation and Agent Care handover.
12 workstreams · 6 weeks · bar shows the weeks a workstream is active — several run in parallel Final scope and sequence confirmed in discovery

Engagement tiers

What each tier includes

Rows are the capabilities named in each tier's scope. Higher tiers include everything below them.

Capability✓ in scope · — not at this tier PilotOne mandate, one cycle ProductionProduction outbound workflow AdvancedMultiple mandates / markets
Introduced at Pilot
Pitch drafting to your house rules
Named partner release
Contact-file baseline
Introduced at Production
Reporting by outlet class
Partner review workflow in your systems
Approved outbound sends
Database-and-sender integration
Introduced at Advanced
Multi-market classification
Cross-mandate pitch packs
Large contact files
Multi-market outbound controls
Build price From $5,000 From $8,000 Custom quote
Final build priceConfirmed after discovery based on integrations, workflow complexity, contact volume, approval controls and deployment requirements.
Separate from buildBuild pricing is separate from recurring Agent Care, which covers managed monitoring, evaluations, incidents and verified improvements after launch.

What we need from you

What you bring, and what we build with it

Each input maps to a piece of build scope and a week in the delivery timeline.

You bringWe build with it
01Your live mandates and the reporters each one names File capture and provenance versioningWeek 1
02Representative published, vendor and internal sources Source binding, match logic and the contact-file baselineWeek 2
03Your outbound calendar and the partners it names File mapping, provenance binding and the automation boundaryWeek 1
04Access to the APIs, feeds or exports behind them Published, vendor and internal source assessment, then integration setupWeek 2
05Files you would not want disclosed Selection cases and the evaluation roundWeek 4
06What no pitch may offer Disclosure scoring, review routing, guardrails and release controlsWeek 3
07A named partner who releases the pitch Release to the named partner, then pilot and production validationWeeks 5–6
Nothing else is required Deployment, documentation and Agent Care handover are ours.

Delivery timeline

Four phases across six weeks

Widths here follow cost rather than the grid, which is why the fifth week shows one band under another.

Phase W1W2W3W4W5W6
Discovery W1
Build W2 – W3
Evaluate W4 – W5
Pilot & Launch W5 – W6
Week focus W1File discovery, provenance versioning and the automation boundary W2Source integration and the contact-file baseline W3Match logic, drafting rules and release controls W4Evaluation suite, selection cases and failure-mode testing W5Media-CRM integration, pilot sends and targeted corrections W6One outbound cycle run under the media-relations lead, then Agent Care handover
Reading the bandEach bar spans only the weeks its own work is named for, and week five is shared by design.
At the end of W6Once the send record validates, Agent Care assumes the agent.
DurationSix-week plan shown · typical delivery 4–6 weeks depending on scope confirmed in discovery.

Next step · PR AI agent

Build a pitch matching agent around the reporter file your last send never wrote down.

Show us one send list you reuse each quarter and the file behind the last name on it. If nobody can say where those lines came from, or which of them chose the recipient, then the pitch is being trusted rather than defended. A file nobody can source comes back as a finding.

Nestack Agents · Media relationsAGT-COM-06 · Agent Care available after launch