AImatch Review Admin

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

V2 Production Pipeline completed

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

Started: Jul 10, 2026, 08:59 PM - Completed: Jul 10, 2026, 09:00 PM - Mode: production artifacts (raw manifest mode retained)

1detected roles
1active roles
0skipped roles
11stages
1m 4swall time
8LLM attempts
26868input tokens
6044output tokens

Active V2 Production Roles

Growth Marketer active

A marketer to build marketing from the ground up, focusing on lead generation and navigating cannabis ad platform restrictions across multiple channels. There is a notable budget gap where the client's budget is $2,000 to $3,000/month, whereas the agent quoted $10,000 to $12,000/month, but the client wants to start 'right away'.

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/e670ab7f-63b8-4caf-9123-856ed40fd4d2/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/e670ab7f-63b8-4caf-9123-856ed40fd4d2/api-v2/lead-recap/draft.json'

Publish

publish JSON

ENOENT: no such file or directory, open '/var/lib/aimatch/artifacts/e670ab7f-63b8-4caf-9123-856ed40fd4d2/api-v2/publish/publish.json'

V2 Context Files 12

context JSON

company-profile.md raw

Company Profile

* Name/Domain: Remedy Displays (remedydisplays.com)

* Age: 3 years old

* Business Model: E-commerce displays, selling ancillary products for the cannabis industry.

* Special Considerations: Because they are an ancillary cannabis brand ("We don't touch the plant"), they run into ad platform restrictions regarding the use of the word "cannabis".

poc.md raw

Point of Contact (POC)

* Name: Scott N

* Role: Business Owner / Operator

* Involvement: He will be working directly with the marketer as a one-person team on the client side.

attendees.md raw

Attendees

* Scott N (Client, Remedy Displays)

* AI Agent (Host/Interviewer, MarketerHire)

budget.md raw

Budget

* Ad Spend: $0 / Month ("Nothing right now").

* Marketer Fee Budget: $2,000 - $3,000 per month.

* Agent Quote: $10,000 - $12,000 per month for a growth marketer, leaving a significant budget gap.

timeline.md raw

Timeline

* Desired Start Date: Immediately.

* Key Milestones: Target of generating 5 warm leads and 2 closed sales within the first 60 to 90 days.

decisions.md raw

Decisions

* Role Recommendation: Growth Marketer (focusing on strategy and multi-channel execution to navigate cannabis ad restrictions).

* Agreement: The client agreed that a Growth Marketer fits his needs, but final commercial decisions are pending resolution of the budget gap.

open-questions.md raw

Open Questions

* How will the client bridge the budget gap between his $2,000-$3,000 expectation and the $10,000-$12,000 market rate?

* Can the scope be narrowed down from "all channels" to fit a tighter budget?

competitors.md raw

Competitors

None mentioned.

objections.md raw

Objections

* Pricing / Budget Mismatch: The client's budget of $2,000 to $3,000 per month is far below the typical growth marketer rate of $10,000 to $12,000 per month.

tools-mentioned.md raw

Tools Mentioned

* Current Tool Stack: None.

related-deals.md raw

Related Deals

None mentioned.

case-study-shortlist.md raw

Case Study Shortlist

None 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, 08:59 PM 0s 0 0 / 0 ok - -
1 outputs
{
  "input_files": [],
  "output_files": [
    "/var/lib/aimatch/artifacts/e670ab7f-63b8-4caf-9123-856ed40fd4d2/api-v2/inputs/transcript.md"
  ]
}
hubspot-context completed Jul 10, 2026, 08:59 PM 1s 0 0 / 0 ok - -
1 outputs
{
  "input_files": [],
  "output_files": [
    "/var/lib/aimatch/artifacts/e670ab7f-63b8-4caf-9123-856ed40fd4d2/api-v2/inputs/hubspot-context.json"
  ]
}
context-distillation completed Jul 10, 2026, 08:59 PM 8s 1 gemini / gemini-3.5-flash / low context-distillation:v2-hubspot-context 2220 / 1836 8s ok Gl1RaqPoBIXdjMcP89fZsQs -
2 inputs / 2 outputs
{
  "input_files": [
    "/var/lib/aimatch/artifacts/e670ab7f-63b8-4caf-9123-856ed40fd4d2/api-v2/inputs/transcript.md",
    "/var/lib/aimatch/artifacts/e670ab7f-63b8-4caf-9123-856ed40fd4d2/api-v2/inputs/hubspot-context.json"
  ],
  "output_files": [
    "/var/lib/aimatch/artifacts/e670ab7f-63b8-4caf-9123-856ed40fd4d2/api-v2/context/context.json",
    "/var/lib/aimatch/artifacts/e670ab7f-63b8-4caf-9123-856ed40fd4d2/api-v2/context-md"
  ]
}
budget-decision completed Jul 10, 2026, 08:59 PM 6s 1 gemini / gemini-3.5-flash / low budget-decision:v3-per-role-scope-policy 4182 / 1130 6s ok IV1RapP7OZjQjMcP49H_qAg -
4 inputs / 1 outputs
{
  "input_files": [
    "/var/lib/aimatch/artifacts/e670ab7f-63b8-4caf-9123-856ed40fd4d2/api-v2/context/context.json",
    "/var/lib/aimatch/artifacts/e670ab7f-63b8-4caf-9123-856ed40fd4d2/api-v2/context-md/budget.md",
    "/var/lib/aimatch/artifacts/e670ab7f-63b8-4caf-9123-856ed40fd4d2/api-v2/inputs/transcript.md",
    "/var/lib/aimatch/artifacts/e670ab7f-63b8-4caf-9123-856ed40fd4d2/api-v2/inputs/hubspot-context.json"
  ],
  "output_files": [
    "/var/lib/aimatch/artifacts/e670ab7f-63b8-4caf-9123-856ed40fd4d2/api-v2/budget/budget-decision.json"
  ]
}
role-detection completed Jul 10, 2026, 08:59 PM 2s 1 gemini / gemini-3.5-flash / low role-detection:v2-active-gate 3042 / 261 2s ok J11RaqLULNHYjMcPxfrXoQk -
1 inputs / 1 outputs
{
  "input_files": [
    "/var/lib/aimatch/artifacts/e670ab7f-63b8-4caf-9123-856ed40fd4d2/api-v2/inputs/call-evidence-packet.md"
  ],
  "output_files": [
    "/var/lib/aimatch/artifacts/e670ab7f-63b8-4caf-9123-856ed40fd4d2/api-v2/roles/roles-detected.json"
  ]
}
lead-recap-draft completed Jul 10, 2026, 08:59 PM 0s 0 0 / 0 ok - -
3 inputs / 1 outputs
{
  "input_files": [
    "/var/lib/aimatch/artifacts/e670ab7f-63b8-4caf-9123-856ed40fd4d2/api-v2/context/context.json",
    "/var/lib/aimatch/artifacts/e670ab7f-63b8-4caf-9123-856ed40fd4d2/api-v2/roles/roles-detected.json",
    "/var/lib/aimatch/artifacts/e670ab7f-63b8-4caf-9123-856ed40fd4d2/api-v2/roles/active-roles.json"
  ],
  "output_files": [
    "/var/lib/aimatch/artifacts/e670ab7f-63b8-4caf-9123-856ed40fd4d2/api-v2/lead-recap/skipped.json"
  ]
}
brief:growth-marketer completed Jul 10, 2026, 08:59 PM 12s 1 gemini / gemini-3.5-flash / medium role-brief:v3-compact-prefix 4303 / 981 12s ok Kl1Rarz-BIasjMcP36GqyQk -
2 inputs / 4 outputs
{
  "input_files": [
    "/var/lib/aimatch/artifacts/e670ab7f-63b8-4caf-9123-856ed40fd4d2/api-v2/inputs/call-evidence-packet.md",
    "/var/lib/aimatch/artifacts/e670ab7f-63b8-4caf-9123-856ed40fd4d2/api-v2/inputs/brief-template-rules-packet.md"
  ],
  "output_files": [
    "/var/lib/aimatch/artifacts/e670ab7f-63b8-4caf-9123-856ed40fd4d2/api-v2/roles/growth-marketer/brief.json",
    "/var/lib/aimatch/artifacts/e670ab7f-63b8-4caf-9123-856ed40fd4d2/api-v2/roles/growth-marketer/job-brief.md",
    "/var/lib/aimatch/artifacts/e670ab7f-63b8-4caf-9123-856ed40fd4d2/api-v2/roles/growth-marketer/internal-notes.md",
    "/var/lib/aimatch/artifacts/e670ab7f-63b8-4caf-9123-856ed40fd4d2/api-v2/roles/growth-marketer/formData.json"
  ]
}
granola-brief:growth-marketer completed Jul 10, 2026, 08:59 PM 15s 1 gemini / gemini-3.5-flash / medium granola-brief:v1-prefix 4986 / 938 15s ok NV1RaruuI6bVjMcPn__oqAw -
4 inputs / 2 outputs
{
  "input_files": [
    "/var/lib/aimatch/artifacts/e670ab7f-63b8-4caf-9123-856ed40fd4d2/api-v2/inputs/call-evidence-packet.md",
    "/opt/aimatch/app/aimatch/playbooks/granola-brief-template.md",
    "/var/lib/aimatch/artifacts/e670ab7f-63b8-4caf-9123-856ed40fd4d2/api-v2/roles/growth-marketer/job-brief.md",
    "/var/lib/aimatch/artifacts/e670ab7f-63b8-4caf-9123-856ed40fd4d2/api-v2/roles/growth-marketer/internal-notes.md"
  ],
  "output_files": [
    "/var/lib/aimatch/artifacts/e670ab7f-63b8-4caf-9123-856ed40fd4d2/api-v2/roles/growth-marketer/granola-brief.json",
    "/var/lib/aimatch/artifacts/e670ab7f-63b8-4caf-9123-856ed40fd4d2/api-v2/roles/growth-marketer/granola-brief.md"
  ]
}
brief-qc:growth-marketer completed Jul 10, 2026, 08:59 PM 8s 1 gemini / gemini-3.5-flash / medium brief-qc:v1-prefix 3543 / 194 8s ok RF1RavjwCPXpjMcPjIzLqQw -
2 inputs / 2 outputs
{
  "input_files": [
    "/var/lib/aimatch/artifacts/e670ab7f-63b8-4caf-9123-856ed40fd4d2/api-v2/inputs/call-evidence-packet.md",
    "/var/lib/aimatch/artifacts/e670ab7f-63b8-4caf-9123-856ed40fd4d2/api-v2/roles/growth-marketer/role-brief-internal-packet.md"
  ],
  "output_files": [
    "/var/lib/aimatch/artifacts/e670ab7f-63b8-4caf-9123-856ed40fd4d2/api-v2/roles/growth-marketer/brief-qc.json",
    "/var/lib/aimatch/artifacts/e670ab7f-63b8-4caf-9123-856ed40fd4d2/api-v2/roles/growth-marketer/brief-qc.md"
  ]
}
requirements:growth-marketer completed Jul 10, 2026, 09:00 PM 10s 1 gemini / gemini-3.5-flash / medium requirements:v1-prefix 3562 / 288 10s ok TF1RatLbGdTMjMcP09mwoAo -
2 inputs / 1 outputs
{
  "input_files": [
    "/var/lib/aimatch/artifacts/e670ab7f-63b8-4caf-9123-856ed40fd4d2/api-v2/inputs/call-evidence-packet.md",
    "/var/lib/aimatch/artifacts/e670ab7f-63b8-4caf-9123-856ed40fd4d2/api-v2/roles/growth-marketer/role-brief-internal-packet.md"
  ],
  "output_files": [
    "/var/lib/aimatch/artifacts/e670ab7f-63b8-4caf-9123-856ed40fd4d2/api-v2/roles/growth-marketer/classified-requirements.json"
  ]
}
search-plan:growth-marketer completed Jul 10, 2026, 09:00 PM 3s 1 gemini / gemini-3.5-flash / low search-plan:v1 1030 / 416 3s ok Vl1Rar-ZDNjQjMcPkaPj-Ak -
1 inputs / 1 outputs
{
  "input_files": [
    "/var/lib/aimatch/artifacts/e670ab7f-63b8-4caf-9123-856ed40fd4d2/api-v2/roles/growth-marketer/classified-requirements.json"
  ],
  "output_files": [
    "/var/lib/aimatch/artifacts/e670ab7f-63b8-4caf-9123-856ed40fd4d2/api-v2/roles/growth-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

$0.1489total
$0.0403input
$0.1086output
$0.0000cache read
$0.0000cache creation
Provider / ModelAttemptsInput TokensOutput TokensInput $/1MOutput $/1MCache Read $/1MCost
gemini / gemini-3.5-flash 8 26,868 6,044 $1.5000 $9.0000 $0.1500 $0.1489

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.