AImatch Review Admin

No-auth review of AImatch pipeline artifacts and LLM outputs from the live VM.

V2 Production Pipeline running

Matching Agent <> James Overby - canonical v2 artifacts under api-v2/.

Started: Jul 09, 2026, 03:44 PM - Completed: Unknown - Mode: production artifacts (raw manifest mode retained)

2detected roles
1active roles
1skipped roles
13stages
wall time
8LLM attempts
48726input tokens
14599output tokens

Active V2 Production Roles

Social Media Manager active

Execution-focused social media operator responsible for growing and managing LinkedIn and Instagram channels. Core responsibilities: post 1/day on Instagram (from scratch), post a few times/week on LinkedIn, build channel follower growth to demonstrate company credibility. No strategy development required—only execution and content posting. Success metrics: follower growth, engagement, polished consistent presence over 60-90 days. Day-to-day contact: James Overby. Budget: $5,000/month retainer with 2-week trial and 100% refund guarantee.

Confidence: high - Priority: 1

Skipped / Gated Roles

Email Marketing / Database Builder future

James explicitly stated email database building is 'not even necessary out of the gate' and 'not urgent.' This is a future expansion to explore after social media execution is established.

Source quotes
  • I also don't think it could hurt to build like a email database at some point where we're, you know, kind of emailing people, you know, happy 4th of July kind of thing. Just to continue as another touch point from the organization. But that's not even necessary out of the gate.
  • The email piece is a nice to have down the road, not urgent.

Company Enrichment missing

enrichment manifest v2 enrichment JSON raw context input quality gate JSON

ENOENT: no such file or directory, open '/var/lib/aimatch/artifacts/cd07d090-a7fa-46d2-93dd-1046b81a13b8/api-v2/enrichment/enrichment-manifest.json'

No enrichment manifest found.

Typeform Quality Gate unknown

Gate status
unknown
Skipped by gate
no

Form-Fill Matches not run

No form-fill match artifacts found. Matching is disabled unless run manually or enabled with AIMATCH_TYPEFORM_MATCHING_ENABLED.

Lead Recap

draft markdowndraft JSON

ENOENT: no such file or directory, open '/var/lib/aimatch/artifacts/cd07d090-a7fa-46d2-93dd-1046b81a13b8/api-v2/lead-recap/draft.json'

Publish

publish JSON

ENOENT: no such file or directory, open '/var/lib/aimatch/artifacts/cd07d090-a7fa-46d2-93dd-1046b81a13b8/api-v2/publish/publish.json'

V2 Context Files 12

context JSON

company-profile.md raw

The SHO Agency

Company Overview:

The SHO Agency is a boutique consulting firm specializing in Formula 1 and NASCAR partnerships. Founded and led by James Overby, who has prior experience at Mercedes F1 and Williams F1, the agency is one of the few US-based firms with this level of motorsports expertise.

Company Size:

3 employees total.

Business Model:

The firm specializes in product integrations where technology companies become official partners and paying customers of F1 and NASCAR teams. Examples include:

  • Eight Sleep as the official sleep mattress of Aston Martin (with performance studies)
  • Arctic Wolf as the official tech partner of Altium (data protection)
  • Elastic as the official AI partner of Audi F1

The integration model is positioned as a significant differentiator in the motorsports sponsorship space.

Market Performance:

The agency has closed 14 deals in the last 18 months, which exceeds the deal count of larger competitors like Wasserman in the same space.

Primary Focus:

US-based companies seeking product integration with motorsports teams.

poc.md raw

Primary Point of Contact

Name: James Overby

Role: Founder and Principal at The SHO Agency

Background:

James has extensive experience in the motorsports industry, having previously worked at Mercedes F1 and Williams F1. He is one of the few people in the US with direct F1 team experience.

Involvement in This Engagement:

James will be the direct day-to-day contact for the hired social media manager. All communication and collaboration will flow through him.

attendees.md raw

Call Attendees

Client Side:

  • James Overby, Founder of The SHO Agency

MarketerHire Side:

  • AI Matching Agent (operating as the MarketerHire intro/matching assistant)

Call Context:

This was an intro call conducted via the MarketerHire AI matching system on July 9, 2026. James is the sole representative of The SHO Agency and has decision-making authority for hiring.

budget.md raw

Budget & Pricing

Initial Request:

James indicated that everything he's been told suggests the scope should cost around $4,000/month all-in.

MarketerHire Proposal:

The agent presented the standard rate for a social media manager in this scope at $6,000–$7,000/month all-in, which includes the marketer's rate plus MarketerHire's fee. This covers:

  • No separate recruiting fee
  • No platform fee
  • No cancellation fee
  • Month-to-month engagement
  • 30-day cancellation notice
  • 2-week trial with 100% refund if not a fit

Negotiation:

James pushed back strongly, stating $6,000–$7,000 was double what he expected. The agent countered that $5,000/month was the practical floor for retainer engagements, offering an hourly alternative at $1,000/month minimum if he couldn't stretch to $5,000.

Final Agreement:

James agreed to proceed at $5,000/month on the retainer model with the standard terms (2-week trial, 100% refund, month-to-month, no hidden fees).

timeline.md raw

Timeline

Desired Start Date:

James stated he wants the social media manager to start "as soon as possible."

MarketerHire Process:

  • Matching: Usually about 2 business days to identify and send the marketer's bio for review
  • Review & Agreement: Following approval of the match, the team moves to signing the agreement
  • Trial Kickoff: Once agreement is signed, the 2-week trial begins
  • Total Process: Typically completed within about one week from the end of this call

Next Steps:

The team will follow up by email with a recap and next steps. The matching process starts immediately.

decisions.md raw

Key Decisions

Primary Decision:

James Overby committed to engaging MarketerHire for a social media manager role at $5,000/month on a month-to-month retainer basis.

Decision Drivers:

  1. After hearing the value proposition (full-time specialist, no separate recruiting fee, 2-week trial with 100% refund, month-to-month flexibility), James agreed to the $5,000 floor rather than the $4,000 he originally wanted.
  2. The agent successfully reframed the pricing by emphasizing the all-in nature, the senior specialist level, and the trial + refund guarantee.
  3. James acknowledged the rationale: "You've been incredible and I'm happy to work with you guys."

Agreement Terms:

  • Retainer: $5,000/month
  • Structure: Month-to-month with 30-day cancellation notice
  • Trial: 2 weeks with 100% refund guarantee if not a fit
  • Fees: All-in (no recruiting fee, platform fee, or hidden costs)

Next Action:

MarketerHire will begin matching immediately, typically sending the marketer bio within 2 business days.

open-questions.md raw

Open Questions

None identified. The call covered all core topics:

  • Company background and needs: Clarified
  • Role scope (social media manager for LinkedIn & Instagram): Confirmed
  • Success metrics (follower growth, engagement, consistent presence): Aligned
  • Timeline (ASAP): Stated
  • Budget: Negotiated and agreed at $5,000/month
  • Day-to-day contact: Identified as James himself
  • Process and terms: Reviewed and accepted

James explicitly stated at the end: "No." when asked if there was anything else on his mind, indicating full clarity on the engagement.

competitors.md raw

Competitors & Alternative Options

Competing Evaluations:

James confirmed he is evaluating other options for the social media manager role: "I am" (evaluating other options). However, he declined to provide specifics: "I'm going to avoid answering that." The agent respected this boundary.

Industry Competitor Referenced:

James mentioned Wasserman as a competitor in the motorsports sponsorship/agency space. He noted that The SHO Agency has closed 14 deals in 18 months, exceeding Wasserman's deal count in the space. However, Wasserman is not necessarily being evaluated as a direct alternative for the social media manager role.

Implication:

James is likely evaluating other freelance platforms, agencies, or independent contractor options for social media management, but chose not to disclose them.

objections.md raw

Objections & Resolution

Primary Objection: Price

James objected to the initial $6,000–$7,000/month quote, stating: "No, that seems to be double the price of what something like this should cost. Everything, I've been told should be around 4k for what I'm asking for."

Underlying Concern:

His market expectation was $4,000/month for a social media manager handling a few posts a week across two channels. The MarketerHire quote felt double what he anticipated.

Agent's Response:

The agent:

  1. Acknowledged the concern and appreciated his directness
  2. Explained the all-in nature: marketer's rate + MarketerHire, no separate fees
  3. Contrasted with alternatives: traditional agencies with juniors and long-term lock-ins vs. MarketerHire's senior specialist, month-to-month, 30-day cancellation
  4. Highlighted risk mitigation: 2-week trial with 100% refund guarantee
  5. Set a firm floor: $5,000/month as the practical minimum for retainer engagements
  6. Offered an alternative: hourly engagement at $1,000/month minimum (though less suitable for his needs)

Resolution:

James agreed to $5,000/month after the agent explained the value, efficiency, and low-risk trial structure. He committed: "Let's look at what you have for 5,000."

tools-mentioned.md raw

Tools & Platforms Mentioned

Social Platforms (Not Tools per se):

  • LinkedIn: The primary channel for content. James has grown the page to 700+ followers and wants to scale it further (goal: "a few thousand").
  • Instagram: Planned new channel to be launched from scratch, with posting frequency of roughly 1 post per day initially.

Email (Future, Not Tools-Specific):

James mentioned wanting to build an email database at some point for outreach (e.g., "happy 4th of July kind of thing") as another touch point, but noted this is not urgent and can come later.

No Specific Tools Named:

No CRM, email platform (Mailchimp, HubSpot, Klaviyo, etc.), content calendar tool (Buffer, Later, etc.), or analytics tool was mentioned. The focus was purely on the strategic need (grow social presence, execute content, build credibility) rather than the tooling.

related-deals.md raw

Related Deals & Prior Engagements

Prior Engagements with MarketerHire:

None mentioned. This is the initial engagement discussion.

The SHO Agency's Client Deals (Not MarketerHire-Related):

James highlighted successful partnerships his firm has brokered:

  1. Eight Sleep → Aston Martin (official sleep mattress, performance studies)
  2. Arctic Wolf → Altium (official tech partner, data protection)
  3. Elastic → Audi F1 (official AI partner)

These are examples of his agency's product integration model in action, not deals with MarketerHire.

Context:

James mentioned closing 14 deals in 18 months to justify the need for stronger social media presence and credibility building. The hired social media manager is intended to support lead generation and credibility for future deals, not a consequence of prior MarketerHire work.

case-study-shortlist.md raw

Case Study Shortlist

No case studies mentioned or requested.

The agent did not present case studies, and James did not ask for them. The engagement process is structured as follows:

  1. MarketerHire matches candidates (2 business days)
  2. Agent sends the marketer's bio for James to review
  3. If approved, agreement signing and trial kickoff
  4. 2-week trial with 100% refund guarantee

This practical trial approach appears to be MarketerHire's primary evidence mechanism, rather than pre-engagement case studies.

V2 Inputs And Packets

transcript.md

present

open artifact

fireflies-metadata.json

present

open artifact

call-evidence-packet.md

present

open artifact

brief-template-rules-packet.md

present

open artifact

prompt-cache.json

present

open artifact

Legacy Comparison

raw report.md raw report.json

-v2 active roles
-v2 skipped roles
-legacy roles
-LLM attempts
-input tokens
-output tokens

No comparison/report.md found.

GLM Shadow

No GLM shadow artifacts found for this run.

V2 Stage Timeline

StageStatusCompletedDurationAttemptsModelPrompt VersionInput / Output TokensLLM LatencyValidationRequest IDsFiles / Errors
inputs completed Jul 09, 2026, 03:44 PM 0s 0 0 / 0 ok - -
1 outputs
{
  "input_files": [],
  "output_files": [
    "/var/lib/aimatch/artifacts/cd07d090-a7fa-46d2-93dd-1046b81a13b8/api-v2/inputs/transcript.md"
  ]
}
hubspot-context completed Jul 09, 2026, 03:44 PM 1s 0 0 / 0 ok - -
1 outputs
{
  "input_files": [],
  "output_files": [
    "/var/lib/aimatch/artifacts/cd07d090-a7fa-46d2-93dd-1046b81a13b8/api-v2/inputs/hubspot-context.json"
  ]
}
context-distillation completed Jul 09, 2026, 03:45 PM 44s 1 anthropic / claude-haiku-4-5-20251001 / low context-distillation:v2-hubspot-context 4696 / 4990 44s ok req_011Ccrjx6VU3rpM1qGEDjDTV / msg_011Ccrjx8wZaobzacsAtKCUE -
2 inputs / 2 outputs
{
  "input_files": [
    "/var/lib/aimatch/artifacts/cd07d090-a7fa-46d2-93dd-1046b81a13b8/api-v2/inputs/transcript.md",
    "/var/lib/aimatch/artifacts/cd07d090-a7fa-46d2-93dd-1046b81a13b8/api-v2/inputs/hubspot-context.json"
  ],
  "output_files": [
    "/var/lib/aimatch/artifacts/cd07d090-a7fa-46d2-93dd-1046b81a13b8/api-v2/context/context.json",
    "/var/lib/aimatch/artifacts/cd07d090-a7fa-46d2-93dd-1046b81a13b8/api-v2/context-md"
  ]
}
budget-decision completed Jul 09, 2026, 03:45 PM 17s 1 anthropic / claude-haiku-4-5-20251001 / low budget-decision:v3-per-role-scope-policy 7863 / 1618 17s ok req_011Ccrk1LySoCkPKG5GrsZtj / msg_011Ccrk1MrGsT7aYkW46E4Wx -
4 inputs / 1 outputs
{
  "input_files": [
    "/var/lib/aimatch/artifacts/cd07d090-a7fa-46d2-93dd-1046b81a13b8/api-v2/context/context.json",
    "/var/lib/aimatch/artifacts/cd07d090-a7fa-46d2-93dd-1046b81a13b8/api-v2/context-md/budget.md",
    "/var/lib/aimatch/artifacts/cd07d090-a7fa-46d2-93dd-1046b81a13b8/api-v2/inputs/transcript.md",
    "/var/lib/aimatch/artifacts/cd07d090-a7fa-46d2-93dd-1046b81a13b8/api-v2/inputs/hubspot-context.json"
  ],
  "output_files": [
    "/var/lib/aimatch/artifacts/cd07d090-a7fa-46d2-93dd-1046b81a13b8/api-v2/budget/budget-decision.json"
  ]
}
role-detection completed Jul 09, 2026, 03:45 PM 10s 1 anthropic / claude-haiku-4-5-20251001 / low role-detection:v2-active-gate 5397 / 782 10s ok req_011Ccrk2deKp78KpeGfgnZwP / msg_011Ccrk2eo2krA3KojLzvMhq -
1 inputs / 1 outputs
{
  "input_files": [
    "/var/lib/aimatch/artifacts/cd07d090-a7fa-46d2-93dd-1046b81a13b8/api-v2/inputs/call-evidence-packet.md"
  ],
  "output_files": [
    "/var/lib/aimatch/artifacts/cd07d090-a7fa-46d2-93dd-1046b81a13b8/api-v2/roles/roles-detected.json"
  ]
}
lead-recap-draft completed Jul 09, 2026, 03:45 PM 0s 0 0 / 0 ok - -
3 inputs / 1 outputs
{
  "input_files": [
    "/var/lib/aimatch/artifacts/cd07d090-a7fa-46d2-93dd-1046b81a13b8/api-v2/context/context.json",
    "/var/lib/aimatch/artifacts/cd07d090-a7fa-46d2-93dd-1046b81a13b8/api-v2/roles/roles-detected.json",
    "/var/lib/aimatch/artifacts/cd07d090-a7fa-46d2-93dd-1046b81a13b8/api-v2/roles/active-roles.json"
  ],
  "output_files": [
    "/var/lib/aimatch/artifacts/cd07d090-a7fa-46d2-93dd-1046b81a13b8/api-v2/lead-recap/skipped.json"
  ]
}
brief:social-media-manager completed Jul 09, 2026, 03:46 PM 34s 1 anthropic / claude-sonnet-4-6 / medium role-brief:v3-compact-prefix 6882 / 1479 34s ok req_011Ccrk3LRFxCxrScvY4ddxt / msg_011Ccrk3LtHxwGR8y2UABQBr -
2 inputs / 4 outputs
{
  "input_files": [
    "/var/lib/aimatch/artifacts/cd07d090-a7fa-46d2-93dd-1046b81a13b8/api-v2/inputs/call-evidence-packet.md",
    "/var/lib/aimatch/artifacts/cd07d090-a7fa-46d2-93dd-1046b81a13b8/api-v2/inputs/brief-template-rules-packet.md"
  ],
  "output_files": [
    "/var/lib/aimatch/artifacts/cd07d090-a7fa-46d2-93dd-1046b81a13b8/api-v2/roles/social-media-manager/brief.json",
    "/var/lib/aimatch/artifacts/cd07d090-a7fa-46d2-93dd-1046b81a13b8/api-v2/roles/social-media-manager/job-brief.md",
    "/var/lib/aimatch/artifacts/cd07d090-a7fa-46d2-93dd-1046b81a13b8/api-v2/roles/social-media-manager/internal-notes.md",
    "/var/lib/aimatch/artifacts/cd07d090-a7fa-46d2-93dd-1046b81a13b8/api-v2/roles/social-media-manager/formData.json"
  ]
}
granola-brief:social-media-manager completed Jul 09, 2026, 03:47 PM 55s 1 anthropic / claude-sonnet-4-6 / medium granola-brief:v1-prefix 7906 / 2555 55s ok req_011Ccrk5pXkmzE5fVTVRbLp4 / msg_011Ccrk5q226uMTXULfE5rBp -
4 inputs / 2 outputs
{
  "input_files": [
    "/var/lib/aimatch/artifacts/cd07d090-a7fa-46d2-93dd-1046b81a13b8/api-v2/inputs/call-evidence-packet.md",
    "/opt/aimatch/app/aimatch/playbooks/granola-brief-template.md",
    "/var/lib/aimatch/artifacts/cd07d090-a7fa-46d2-93dd-1046b81a13b8/api-v2/roles/social-media-manager/job-brief.md",
    "/var/lib/aimatch/artifacts/cd07d090-a7fa-46d2-93dd-1046b81a13b8/api-v2/roles/social-media-manager/internal-notes.md"
  ],
  "output_files": [
    "/var/lib/aimatch/artifacts/cd07d090-a7fa-46d2-93dd-1046b81a13b8/api-v2/roles/social-media-manager/granola-brief.json",
    "/var/lib/aimatch/artifacts/cd07d090-a7fa-46d2-93dd-1046b81a13b8/api-v2/roles/social-media-manager/granola-brief.md"
  ]
}
brief-qc:social-media-manager completed Jul 09, 2026, 03:47 PM 20s 1 anthropic / claude-sonnet-4-6 / medium brief-qc:v1-prefix 6193 / 985 20s ok req_011Ccrk9r493gUsTSwT3Ck3e / msg_011Ccrk9rUwHDoftmZAuh7Qs -
2 inputs / 2 outputs
{
  "input_files": [
    "/var/lib/aimatch/artifacts/cd07d090-a7fa-46d2-93dd-1046b81a13b8/api-v2/inputs/call-evidence-packet.md",
    "/var/lib/aimatch/artifacts/cd07d090-a7fa-46d2-93dd-1046b81a13b8/api-v2/roles/social-media-manager/role-brief-internal-packet.md"
  ],
  "output_files": [
    "/var/lib/aimatch/artifacts/cd07d090-a7fa-46d2-93dd-1046b81a13b8/api-v2/roles/social-media-manager/brief-qc.json",
    "/var/lib/aimatch/artifacts/cd07d090-a7fa-46d2-93dd-1046b81a13b8/api-v2/roles/social-media-manager/brief-qc.md"
  ]
}
requirements:social-media-manager completed Jul 09, 2026, 03:47 PM 28s 1 anthropic / claude-sonnet-4-6 / medium requirements:v1-prefix 6253 / 1667 28s ok req_011CcrkBJjnASFeWm2FEwQPQ / msg_011CcrkBKCKPqzgnPnhuaXHj -
2 inputs / 1 outputs
{
  "input_files": [
    "/var/lib/aimatch/artifacts/cd07d090-a7fa-46d2-93dd-1046b81a13b8/api-v2/inputs/call-evidence-packet.md",
    "/var/lib/aimatch/artifacts/cd07d090-a7fa-46d2-93dd-1046b81a13b8/api-v2/roles/social-media-manager/role-brief-internal-packet.md"
  ],
  "output_files": [
    "/var/lib/aimatch/artifacts/cd07d090-a7fa-46d2-93dd-1046b81a13b8/api-v2/roles/social-media-manager/classified-requirements.json"
  ]
}
search-plan:social-media-manager completed Jul 09, 2026, 03:47 PM 5s 1 anthropic / claude-haiku-4-5-20251001 / low search-plan:v1 3536 / 523 5s ok req_011CcrkDPrf8hz8UbeQqormj / msg_011CcrkDQ7J755n5G9bHf9Qe -
1 inputs / 1 outputs
{
  "input_files": [
    "/var/lib/aimatch/artifacts/cd07d090-a7fa-46d2-93dd-1046b81a13b8/api-v2/roles/social-media-manager/classified-requirements.json"
  ],
  "output_files": [
    "/var/lib/aimatch/artifacts/cd07d090-a7fa-46d2-93dd-1046b81a13b8/api-v2/roles/social-media-manager/search-plan.json"
  ]
}
sourcing:social-media-manager completed Jul 09, 2026, 03:49 PM 1m 12s 0 0 / 0 ok - -
1 inputs / 5 outputs
{
  "input_files": [
    "/var/lib/aimatch/artifacts/cd07d090-a7fa-46d2-93dd-1046b81a13b8/api-v2/roles/social-media-manager/search-plan.json"
  ],
  "output_files": [
    "/var/lib/aimatch/artifacts/cd07d090-a7fa-46d2-93dd-1046b81a13b8/api-v2/roles/social-media-manager/candidates-structured.json",
    "/var/lib/aimatch/artifacts/cd07d090-a7fa-46d2-93dd-1046b81a13b8/api-v2/roles/social-media-manager/candidates-companies.json",
    "/var/lib/aimatch/artifacts/cd07d090-a7fa-46d2-93dd-1046b81a13b8/api-v2/roles/social-media-manager/candidates-channels.json",
    "/var/lib/aimatch/artifacts/cd07d090-a7fa-46d2-93dd-1046b81a13b8/api-v2/roles/social-media-manager/candidates-content.json",
    "/var/lib/aimatch/artifacts/cd07d090-a7fa-46d2-93dd-1046b81a13b8/api-v2/roles/social-media-manager/merged-ranked.json"
  ]
}
candidate-evaluation:social-media-manager:egb08so_at_gmail_com running Jul 09, 2026, 03:49 PM 0 0 / 0 ok - -
3 inputs
{
  "input_files": [
    "/var/lib/aimatch/artifacts/cd07d090-a7fa-46d2-93dd-1046b81a13b8/api-v2/roles/social-media-manager/candidate-evaluation-role-packet.md",
    "/var/lib/aimatch/artifacts/cd07d090-a7fa-46d2-93dd-1046b81a13b8/api-v2/roles/social-media-manager/profiles/egb08so_at_gmail_com.md",
    "/var/lib/aimatch/artifacts/cd07d090-a7fa-46d2-93dd-1046b81a13b8/api-v2/roles/social-media-manager/classified-requirements.json"
  ],
  "output_files": []
}

V2 Models

Pipeline areaModelEffort
contextclaude-haiku-4-5-20251001low
rolesclaude-haiku-4-5-20251001low
briefclaude-sonnet-4-6medium
qcclaude-sonnet-4-6medium
requirementsclaude-sonnet-4-6medium
searchPlanclaude-haiku-4-5-20251001low
candidateEvalclaude-sonnet-4-6medium
fallbackclaude-opus-4-8medium

V2 Cost

No cost summary found in manifest.json.