Gaia

Gaia prices a sourced research report at $0.25 USDC and a short answer at $0.02 USDC on Base, which is a rounding error against the analyst hours an agency normally bills for the same deliverable. The catch is that the buyer must hold USDC on Base and manage a wallet, so the leverage lands on internal delivery margin first and client-facing resale second. Agencies that treat Gaia as a research-acceleration layer, not a white-label product, capture the spread without inheriting the crypto friction.

Gaia refuses illegal, harmful, or personal financial, medical, and legal questions before charging, so a dead query costs the agency nothing. That single behavior is the margin gate. Model every client engagement as two pools: billable queries that clear the refusal filter and produce a cited report at $0.25 USDC or a short answer at $0.02 USDC, and refused queries that burn zero USDC but still consume delivery time. An agency running a competitive-intelligence retainer for a clinic can submit 40 short-answer probes at $0.02 USDC each ($0.80 USDC total) to triage which questions survive, then spend $0.25 USDC per surviving report. The trap is billing refused questions as research work. Gate the retainer on cleared queries, log refusals as scope exclusions, and the $0.25 USDC unit cost stays predictable across the engagement.

Self-Report Decay Rate is the speed at which a stated preference loses predictive value after the moment it was captured. A survey answer is a snapshot of intent under the conditions of that day: pricing shown, competitor set known, feature list current. Agencies that treat every response as durable evidence build strategy on a decaying asset. The framework asks one question per data point: how many weeks until this claim needs re-verification? Conversational capture through Typeform shortens the interval because adaptive follow-ups probe the same intent twice in one session, while behavioral tools record what people did rather than what they said. Pair the two and you get a defensible read. The practical discipline is a re-test calendar: any self-reported finding older than one quarter gets re-run before it anchors a client recommendation. Anthropic's biology lab ran 950 agents and processed 210 million tokens in under 24 hours, which shows how cheap re-verification has become relative to the cost of a wrong retainer decision.

Evidence Half-Life is the shelf life of a research finding before it stops supporting the recommendation it was gathered for. Agency research rarely fails because the method was wrong; it fails because the finding aged out while the deliverable kept quoting it. A survey fielded in March can still be accurate in September and still be unusable, because the market moved and the client's own product changed underneath it. The framework asks one question per study: how many weeks until this evidence needs re-collection? Short half-life evidence (pricing sensitivity, competitor positioning, AI citation share) belongs in quarterly refreshes. Long half-life evidence (category vocabulary, buyer role maps, onboarding friction) can anchor a retainer for a year or more. The practical move is tagging every research asset with a re-collection date at delivery, so the next engagement starts from a scheduled refresh rather than a rebuild. Agencies that publish those dates turn research from a project cost into a recurring line item.

Adopt Gaia as an internal research accelerator only when the agency controls the USDC wallet and the client never touches the payment flow.

Treat self-reported data as a hypothesis generator, never as the verdict, and budget observational analytics into every research scope before you present findings.

IF your agency already holds USDC on Base and needs cited research reports for client work at $0.25 USDC per report or $0.02 USDC per short answer, THEN Gaia can slot into delivery as a low-cost research accelerator with refusal-before-charging protection on out-of-scope questions. IF clients must fund their own wallets or you plan to resell Gaia as a white-label research service, THEN skip it, because the crypto-wallet requirement and per-query micro-fees create friction that a $2,250 Gaia Research Starter engagement cannot absorb at scale.

Deploy Gaia as a client-facing research desk: a Base wallet funded with USDC, five templated prompts mapped to the client's recurring questions, and spend-cap rules that keep every report at $0.25 USDC and every short answer at $0.02 USDC.