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AtlasRepo

SponsorPulse 🚀 — The Local-First Brand Deal Quant & Negotiation Agent (TabPFN + Gemma 3:1b)

Description and use

SponsorPulse offers data-driven valuation bands and counter-offer drafts to help creators negotiate fair brand deals.

Problem

Creators often accept lowball brand offers or fear negotiation, leading to underpayment.

Outcome

SponsorPulse delivers data-backed fair market rate cards and bulletproof counter-offer drafts, reducing underpayment risk for creators.

Workflow

  • 1. Paste brand email into Inbound Brand Audit to scan for predatory clauses and calculate underpayment gap.
  • 2. Use Interactive Deal Levers to adjust views, engagement rates, and ad usage sliders, receiving instant probabilistic curve updates from TabPFN.
  • 3. Run counterfactual queries to see cash unlocked by tweaking contract terms.
  • 4. Generate counter-offer email with local Gemma 3:1b, verified by Numerical Firewall to prevent hallucinated numbers.
  • 5. Review OpenTelemetry span waterfall for execution latency and test sliders in 1-Click Judge Sandbox if needed.

Evidence

SponsorPulse uses TabPFN-3.5 to compute exact 10th–90th percentile fair market rate cards and local Gemma 3:1b to draft psychologically grounded, bulletproof counter-offer emails

Source

Small LLMs are notoriously bad at math. If you ask an LLM to price a brand deal, it will hallucinate random numbers.

Source

Runs 5 parallel "What-If" queries to show the creator exactly how much cash is unlocked by tweaking contract terms

Source

  • Record date: 2026-10-15T18:56:16.871Z