Firefly Web Labs

Absent from category recall on both engines. Brand recall thin/self-sourced on both: ChatGPT — 'found the firm's own site and recent LinkedIn/social activity; did not find significant independent coverage, reviews or long-standing industry references'; Claude — 'only its own site appears (founded 2025, self-published testimonials only, no third-party trace).'

Clear site-first diagnostic method — "we run a Site Audit & Strategy that maps exactly how AI systems see—or fail to see—your business" — measuring structural signals (schema, entity definition, E-E-A-T infrastructure, content architecture); ongoing measurement metrics not detailed. source ↗

No named clients, case studies with URLs, testimonials with real profiles, or bounded results present on the reviewed pages. source ↗

Clear fixed entry price — "$497 flat · Delivered in 5–7 business days · No discovery call required," "on a project basis, starting with the audit — not a large recurring retainer"; broader tier list not disclosed. source ↗

editorial — Clearly built for SMB — "You're a small business, local service provider, or boutique firm ... You'd rather start with a diagnostic than commit to a large retainer ... You need results without a five-figure monthly budget." Proportionate scope, no enterprise minimums, no required call. source ↗

editorial — Honest diagnostic framing, anti-retainer-lock-in; no ranking guarantee, money-back claim, "#1," fake reviews or AI-manipulation language. Mild self-promotion in the "best GEO agency" blog title is the only puffery. source ↗