AImatch Review Admin

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

V2 Production Pipeline completed

Matching Agent <> Bret Parkinson - canonical v2 artifacts under api-v2/.

Started: Jul 10, 2026, 07:56 PM - Completed: Jul 10, 2026, 07:58 PM - Mode: production artifacts (raw manifest mode retained)

1detected roles
1active roles
0skipped roles
11stages
1m 36swall time
8LLM attempts
29839input tokens
6417output tokens

Active V2 Production Roles

Paid Search Marketer active

Optimize Google Merchant service account and vehicle listing ads (VLAs) driven by inventory from DealerCenter software to increase foot traffic to the used-car dealership.

Confidence: high - Priority: 1

Skipped / Gated Roles

No skipped roles found.

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/565ff3b6-efcc-4204-937d-302043d4e812/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/565ff3b6-efcc-4204-937d-302043d4e812/api-v2/lead-recap/draft.json'

Publish

publish JSON

ENOENT: no such file or directory, open '/var/lib/aimatch/artifacts/565ff3b6-efcc-4204-937d-302043d4e812/api-v2/publish/publish.json'

V2 Context Files 12

context JSON

company-profile.md raw

Company Profile

CU Auto Sales is an independent used-car dealership located in Salt Lake City, Utah. The company recently established a Google Merchant service account to deploy vehicle listing ads, aiming to drive consumer foot traffic to its dealership location.

poc.md raw

Point of Contact

Bret Parkinson is the primary contact representing CU Auto Sales. He will actively manage and coordinate with the incoming marketer alongside an in-house employee.

attendees.md raw

Attendees

* Bret Parkinson: Representative/Owner, CU Auto Sales

* Matching Agent: MarketerHire AI assistant (hosted by raaja@marketerhire.com)

budget.md raw

Budget

* Monthly Ad Spend: $1,500

* Marketer Compensation: The client initially balked at a monthly fee estimate of $8,000 to $10,000, calling it "way over budget" for a part-time need. They estimated requiring 8 to 10 hours of work per month at around $100 per hour, eventually agreeing to MarketerHire's minimum hourly engagement threshold of $1,000 per month.

timeline.md raw

Timeline

* Target Start Date: As soon as possible.

* Matching Process: MarketerHire plans to deliver candidate bios for review within approximately two business days, with the onboarding process completing within a week.

decisions.md raw

Decisions

* Engagement Model: Agreed to proceed with an hourly arrangement targeted at approximately 8 to 10 hours per month to align with MarketerHire's $1,000/month platform minimum.

* Role Type: Agreed that a specialized paid search marketer focused on Google Ads and vehicle listing ads (VLAs) is the correct match.

open-questions.md raw

Open Questions

* Hourly Rate & Matching: The exact hourly rate remains to be determined based on the specific marketer matched, although the client has agreed to the $1,000 monthly minimum framework.

competitors.md raw

Competitors

While MarketerHire was the first entity contacted for this role, the client explicitly stated they are actively shopping around and evaluating other external sources.

objections.md raw

Objections

* Retainer Cost: The client strongly objected to standard retainer pricing ($8,000–$10,000/month), clarifying that they only expect the job to require a couple of hours per week (8–10 hours per month) and that standard monthly retainers represent a 'full-time person' cost.

tools-mentioned.md raw

Tools Mentioned

* Google Merchant: Account setup is complete but needs performance optimization.

* Google Analytics: Currently implemented and in use.

* DealerCenter: Used as the dealership management service software to pull and feed vehicle inventory to Google Merchant.

* Google Ads / Vehicle Listing Ads (VLAs): The core ad-delivery channel being optimized.

related-deals.md raw

Related Deals

No related deals or existing accounts were mentioned in the call.

case-study-shortlist.md raw

Case Study Shortlist

No specific case studies or reference requests were mentioned.

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 10, 2026, 07:56 PM 0s 0 0 / 0 ok - -
1 outputs
{
  "input_files": [],
  "output_files": [
    "/var/lib/aimatch/artifacts/565ff3b6-efcc-4204-937d-302043d4e812/api-v2/inputs/transcript.md"
  ]
}
hubspot-context completed Jul 10, 2026, 07:56 PM 1s 0 0 / 0 ok - -
1 outputs
{
  "input_files": [],
  "output_files": [
    "/var/lib/aimatch/artifacts/565ff3b6-efcc-4204-937d-302043d4e812/api-v2/inputs/hubspot-context.json"
  ]
}
context-distillation completed Jul 10, 2026, 07:57 PM 9s 1 gemini / gemini-3.5-flash / low context-distillation:v2-hubspot-context 2615 / 2206 9s ok iE5Rap6WA_3ljMcPopejyQo -
2 inputs / 2 outputs
{
  "input_files": [
    "/var/lib/aimatch/artifacts/565ff3b6-efcc-4204-937d-302043d4e812/api-v2/inputs/transcript.md",
    "/var/lib/aimatch/artifacts/565ff3b6-efcc-4204-937d-302043d4e812/api-v2/inputs/hubspot-context.json"
  ],
  "output_files": [
    "/var/lib/aimatch/artifacts/565ff3b6-efcc-4204-937d-302043d4e812/api-v2/context/context.json",
    "/var/lib/aimatch/artifacts/565ff3b6-efcc-4204-937d-302043d4e812/api-v2/context-md"
  ]
}
budget-decision completed Jul 10, 2026, 07:57 PM 5s 1 gemini / gemini-3.5-flash / low budget-decision:v3-per-role-scope-policy 4649 / 1282 5s ok kE5Rar_tM6fQjMcPtaGEsAg -
4 inputs / 1 outputs
{
  "input_files": [
    "/var/lib/aimatch/artifacts/565ff3b6-efcc-4204-937d-302043d4e812/api-v2/context/context.json",
    "/var/lib/aimatch/artifacts/565ff3b6-efcc-4204-937d-302043d4e812/api-v2/context-md/budget.md",
    "/var/lib/aimatch/artifacts/565ff3b6-efcc-4204-937d-302043d4e812/api-v2/inputs/transcript.md",
    "/var/lib/aimatch/artifacts/565ff3b6-efcc-4204-937d-302043d4e812/api-v2/inputs/hubspot-context.json"
  ],
  "output_files": [
    "/var/lib/aimatch/artifacts/565ff3b6-efcc-4204-937d-302043d4e812/api-v2/budget/budget-decision.json"
  ]
}
role-detection completed Jul 10, 2026, 07:57 PM 5s 1 gemini / gemini-3.5-flash / low role-detection:v2-active-gate 3484 / 241 5s ok lk5RavqEFtTMjMcP09mwoAo -
1 inputs / 1 outputs
{
  "input_files": [
    "/var/lib/aimatch/artifacts/565ff3b6-efcc-4204-937d-302043d4e812/api-v2/inputs/call-evidence-packet.md"
  ],
  "output_files": [
    "/var/lib/aimatch/artifacts/565ff3b6-efcc-4204-937d-302043d4e812/api-v2/roles/roles-detected.json"
  ]
}
lead-recap-draft completed Jul 10, 2026, 07:57 PM 0s 0 0 / 0 ok - -
3 inputs / 1 outputs
{
  "input_files": [
    "/var/lib/aimatch/artifacts/565ff3b6-efcc-4204-937d-302043d4e812/api-v2/context/context.json",
    "/var/lib/aimatch/artifacts/565ff3b6-efcc-4204-937d-302043d4e812/api-v2/roles/roles-detected.json",
    "/var/lib/aimatch/artifacts/565ff3b6-efcc-4204-937d-302043d4e812/api-v2/roles/active-roles.json"
  ],
  "output_files": [
    "/var/lib/aimatch/artifacts/565ff3b6-efcc-4204-937d-302043d4e812/api-v2/lead-recap/skipped.json"
  ]
}
brief:paid-search-marketer completed Jul 10, 2026, 07:57 PM 20s 1 gemini / gemini-3.5-flash / medium role-brief:v3-compact-prefix 4727 / 803 20s ok m05RavHOJ9HYjMcPjO_iqQs -
2 inputs / 4 outputs
{
  "input_files": [
    "/var/lib/aimatch/artifacts/565ff3b6-efcc-4204-937d-302043d4e812/api-v2/inputs/call-evidence-packet.md",
    "/var/lib/aimatch/artifacts/565ff3b6-efcc-4204-937d-302043d4e812/api-v2/inputs/brief-template-rules-packet.md"
  ],
  "output_files": [
    "/var/lib/aimatch/artifacts/565ff3b6-efcc-4204-937d-302043d4e812/api-v2/roles/paid-search-marketer/brief.json",
    "/var/lib/aimatch/artifacts/565ff3b6-efcc-4204-937d-302043d4e812/api-v2/roles/paid-search-marketer/job-brief.md",
    "/var/lib/aimatch/artifacts/565ff3b6-efcc-4204-937d-302043d4e812/api-v2/roles/paid-search-marketer/internal-notes.md",
    "/var/lib/aimatch/artifacts/565ff3b6-efcc-4204-937d-302043d4e812/api-v2/roles/paid-search-marketer/formData.json"
  ]
}
granola-brief:paid-search-marketer completed Jul 10, 2026, 07:57 PM 18s 1 gemini / gemini-3.5-flash / medium granola-brief:v1-prefix 5306 / 828 18s ok r05RasvUMoXdjMcP89fZsQs -
4 inputs / 2 outputs
{
  "input_files": [
    "/var/lib/aimatch/artifacts/565ff3b6-efcc-4204-937d-302043d4e812/api-v2/inputs/call-evidence-packet.md",
    "/opt/aimatch/app/aimatch/playbooks/granola-brief-template.md",
    "/var/lib/aimatch/artifacts/565ff3b6-efcc-4204-937d-302043d4e812/api-v2/roles/paid-search-marketer/job-brief.md",
    "/var/lib/aimatch/artifacts/565ff3b6-efcc-4204-937d-302043d4e812/api-v2/roles/paid-search-marketer/internal-notes.md"
  ],
  "output_files": [
    "/var/lib/aimatch/artifacts/565ff3b6-efcc-4204-937d-302043d4e812/api-v2/roles/paid-search-marketer/granola-brief.json",
    "/var/lib/aimatch/artifacts/565ff3b6-efcc-4204-937d-302043d4e812/api-v2/roles/paid-search-marketer/granola-brief.md"
  ]
}
brief-qc:paid-search-marketer completed Jul 10, 2026, 07:58 PM 12s 1 gemini / gemini-3.5-flash / medium brief-qc:v1-prefix 3882 / 97 12s ok wU5RatDGHrm-jMcPhLTy4Q0 -
2 inputs / 2 outputs
{
  "input_files": [
    "/var/lib/aimatch/artifacts/565ff3b6-efcc-4204-937d-302043d4e812/api-v2/inputs/call-evidence-packet.md",
    "/var/lib/aimatch/artifacts/565ff3b6-efcc-4204-937d-302043d4e812/api-v2/roles/paid-search-marketer/role-brief-internal-packet.md"
  ],
  "output_files": [
    "/var/lib/aimatch/artifacts/565ff3b6-efcc-4204-937d-302043d4e812/api-v2/roles/paid-search-marketer/brief-qc.json",
    "/var/lib/aimatch/artifacts/565ff3b6-efcc-4204-937d-302043d4e812/api-v2/roles/paid-search-marketer/brief-qc.md"
  ]
}
requirements:paid-search-marketer completed Jul 10, 2026, 07:58 PM 13s 1 gemini / gemini-3.5-flash / medium requirements:v1-prefix 3901 / 532 13s ok zE5Rau_7POrTjMcP9N-csAs -
2 inputs / 1 outputs
{
  "input_files": [
    "/var/lib/aimatch/artifacts/565ff3b6-efcc-4204-937d-302043d4e812/api-v2/inputs/call-evidence-packet.md",
    "/var/lib/aimatch/artifacts/565ff3b6-efcc-4204-937d-302043d4e812/api-v2/roles/paid-search-marketer/role-brief-internal-packet.md"
  ],
  "output_files": [
    "/var/lib/aimatch/artifacts/565ff3b6-efcc-4204-937d-302043d4e812/api-v2/roles/paid-search-marketer/classified-requirements.json"
  ]
}
search-plan:paid-search-marketer completed Jul 10, 2026, 07:58 PM 13s 1 gemini / gemini-3.5-flash / low search-plan:v1 1275 / 428 13s ok 2k5RaprAD9fXjMcPmaGvgQo -
1 inputs / 1 outputs
{
  "input_files": [
    "/var/lib/aimatch/artifacts/565ff3b6-efcc-4204-937d-302043d4e812/api-v2/roles/paid-search-marketer/classified-requirements.json"
  ],
  "output_files": [
    "/var/lib/aimatch/artifacts/565ff3b6-efcc-4204-937d-302043d4e812/api-v2/roles/paid-search-marketer/search-plan.json"
  ]
}

V2 Models

Pipeline areaModelEffort
contextgemini-3.5-flashlow
rolesgemini-3.5-flashlow
briefgemini-3.5-flashmedium
qcgemini-3.5-flashmedium
requirementsgemini-3.5-flashmedium
searchPlangemini-3.5-flashlow
candidateEvalgemini-3.5-flashmedium
fallbackgemini-3.5-flashmedium

V2 Cost priced

$0.1748total
$0.0448input
$0.1301output
$0.0000cache read
$0.0000cache creation
Provider / ModelAttemptsInput TokensOutput TokensInput $/1MOutput $/1MCache Read $/1MCost
gemini / gemini-3.5-flash 8 29,839 6,417 $1.5000 $9.0000 $0.1500 $0.1748

Pricing source: https://platform.claude.com/docs/en/about-claude/pricing; https://ai.google.dev/gemini-api/docs/pricing; https://openrouter.ai/z-ai/glm-5.2/api; https://developers.openai.com/api/docs/models/gpt-5.5; https://developers.openai.com/api/docs/models/gpt-5.4-mini

Pricing notes
  • Gemini 3.5 Flash defaults use Google Gemini API paid-tier standard rates: input $1.50/1M, output including thinking $9.00/1M, cached context $0.15/1M.
  • GLM 5.2 through OpenRouter defaults use the live model-catalog rates checked July 10, 2026: input $0.42/1M, output including reasoning $1.32/1M, cached input $0.078/1M.
  • Claude Haiku 4.5 defaults use input $1/1M, output $5/1M, 5m cache write $1.25/1M, 1h cache write $2/1M, and cache read $0.10/1M.
  • Claude Sonnet 4.6 defaults use input $3/1M, output $15/1M, 5m cache write $3.75/1M, 1h cache write $6/1M, and cache read $0.30/1M.
  • Claude Opus 4.8 defaults use input $5/1M, output $25/1M, 5m cache write $6.25/1M, 1h cache write $10/1M, and cache read $0.50/1M.
  • OpenAI GPT-5.5 defaults use input $5/1M, output including reasoning $30/1M, and cached input $0.50/1M.
  • OpenAI GPT-5.4 mini defaults use input $0.75/1M, output including reasoning $4.50/1M, and cached input $0.075/1M.
  • Gemini, OpenAI, and OpenRouter report cached input as a subset of input tokens; direct Anthropic reports uncached, cache-write, and cache-read tokens separately.
  • Rates can be overridden with AIMATCH_API_V2_COST_*_USD_PER_1M environment variables.