Editorial coverage
Getting listed is free
Send the evidence. We review it under the same rules as every other model.
Submit model evidenceWhat to send
- Exact model and API identifiers
- Official documentation, current pricing, and context limits
- Published benchmark results with settings and primary-source links
- Result files or methodology when they are available
Payment cannot buy inclusion, faster review, new benchmark testing, a score, a rank, or favorable coverage.
Current audience evidence
- 509.4K
- pageviews
- 58.3K
- Google clicks
- 82.1%
- desktop audience
- 2,155
- active subscribers
four complete weeks ending July 25, 2026
28 days ending July 6, 2026
analytics export through July 10, 2026
122 countries · July 27, 2026
Paid distribution
Choose the outcome you need
Every proposal fixes the pages, placements, issues, dates, production work, reporting, and total fee before launch. There are no commissions, CPA fees, revenue share, or percentages of sales.
Audience totals describe the whole site and subscriber list. Each package covers only the pages, placements, or regular issues named in its scope.
Founding offer
Newsletter Sponsorship
Build recognition with AI evaluators across four consecutive weekly issues.
$2,000 flat
4 consecutive regular issues
Included
- The only labeled sponsor section in each issue
- One clear call to action and tracked link in each section
- Copy guidance before launch and one message refresh after the second issue
- Delivered emails, unique sponsor clicks, and sponsor CTR by issue, plus a close-out report
Scope boundary: Campaign dates are confirmed only when regular weekly delivery is active. No dedicated email, site placement, article, category exclusivity, or guaranteed clicks or conversions.
On-site test
Decision Surface Pilot
Test one message on one matched buyer journey.
$2,500 flat
30 days
Included
- Three sponsored placements, named before launch
- Page and visible-placement impressions, clicks, and CTR
- Weekly reporting and one copy refresh
Scope boundary: No homepage placement, custom research, newsletter distribution, or category exclusivity.
Permanent article
Sponsored Research
Give technical buyers a durable, evidence-led explanation of your product.
$6,000 flat
One project + 30-day promotion
Included
- One labeled technical article or data brief
- Source review, editing, and clear presentation of the evidence you provide
- One factual-review round while BenchLM keeps final editorial control
- A 30-day featured placement and two relevant on-site placements
- One newsletter placement if a regular issue is sent during the promotion window
- A final delivery and click report
Scope boundary: No homepage placement, broader launch campaign, new benchmark testing, or guaranteed conclusion.
Model launch
Launch Campaign
Launch one model or product where buyers are already comparing options.
$7,500 flat
30 days
Included
- One permanent, labeled technical article or data brief
- Source review, editing, and clear presentation of the evidence you provide
- One factual-review round
- A 30-day featured placement
- Six sponsored placements across the homepage, Compare, Models, and three agreed context pages
- One newsletter placement if a regular issue is sent during the campaign
- Weekly reporting and one copy refresh
Scope boundary: No placement beyond 30 days, category exclusivity, or influence over scores, rankings, or coverage.
Sustained presence
Category Partner
Stay visible while buyers compare products in one category.
$5,000 flat / month
3-month minimum · $15,000 total
Included
- Five sponsored placements across the named category and relevant decision pages
- Pages named before each month begins
- Weekly reporting and one copy refresh per month
- One newsletter placement in each paid month when a regular issue is sent
Scope boundary: No homepage placement, research production, or exclusivity unless the written scope adds it.
Larger scope
Custom Campaign
Combine multiple categories, research assets, longer terms, or exclusivity.
Fixed quote
$10,000 minimum
Included
- Every deliverable, placement, date, and reporting field named in advance
- One total fee agreed before work begins
- Custom reporting or exclusivity when the written scope includes it
Scope boundary: No commissions, CPA fees, revenue share, or other variable charges.
Sponsored research starts from source material and usable data you provide. New benchmark runs, data collection, dataset cleaning, and custom analysis receive a separate fixed quote. Promotional placements end with the campaign; the labeled article or data brief stays published permanently. We guarantee the written scope and dates, not traffic, clicks, conversions, or revenue.
Ask about a packageSee the placement and its result
Native does not mean disguised. Every commercial unit is labeled before the link, names the relevant next step, and reports performance at the page, placement, or issue level. Partner conversions appear only when the partner returns them by sub-ID.
Placement example · self-hosting result
Sponsored placement
Run the selected model on a rented GPU
The model is open weight. Compare a dedicated Pod with request-driven Serverless deployment before buying hardware.
Compare GPU optionsCommercial relationships never affect rankings, scores, or coverage.
Reporting fields
No modeled results- Page impressions
- By page, country, and device
- Visible placement impressions
- Recorded when the sponsored unit enters view
- Outbound clicks and CTR
- By placement and copy version
- Newsletter delivery
- Delivered emails, unique sponsor clicks, and sponsor CTR by issue
- Partner conversions
- Only when returned with the campaign sub-ID
Without partner-side events, the report stops at delivery and clicks. It does not infer accounts, spend, revenue, or return on investment.
The ranking system stays outside the deal
Sponsors cannot buy a score, a rank, benchmark inclusion, verification treatment, or favorable coverage. Commercial units are labeled before the link. Sponsored research is labeled in the title and opening disclosure. That separation is part of the product, not a negotiable campaign setting.
Tell us the outcome you need
Send the product, audience, timing, and result you want the campaign to support. We will return one recommended package with its pages, placements, issues, dates, reporting, and fixed fee.