How it works Proactive detection to automatic repair of bank-integration access issues.
Detect an access issue The system proactively detects bank-integration access issues[Source 1 ]
Repair the connection It automatically repairs the detected issue to restore user-permissioned access[Source 1 ]
Where people stay involved People review, approve, or guide the agent’s work here.
Not reported: The capture reports aggregate impact only; no human checkpoint is documented.
Supervision level
Not classified
integration degradation → repaired connection[Source 1 ] How supervision levels work
Implementation details Model Not reported Described as AI-powered; no model is specified. Harness Not reported Sandbox Not reported Tool access Plaid bank-integration infrastructure[Source 1 ] Knowledge Not reported Integration knowledge is implied by the repair behavior; no knowledge store is documented. Context management Not reported Credentials Not reported User-permissioned data access is named, but credential handling for the agent is not documented. Interfaces Not reported Validation and failure handling Not reported: No check of repairs or failure behavior is documented.
Reported observations These results come from the sources. Notes below each result explain what it covers and any reported limits.
Headline claim More than 2 million successful logins and 90% faster average repair[Source 1 ]
Reported by Plaid Scope Automated repair of bank connections and the successful user-permissioned logins enabled by those repairs The source does not report the denominator of this figure.
Observed in June 2025
About this result Category Effectiveness Evidence type Reported measurement What it covers Automated bank-connection repairs, the successful logins they enable, and average repair time Lessons Not reported: The capture states impact and future plans; no evaluated transferable lesson.
Back to agents Sources and research details Citations link to the original publisher. Each source also keeps a preserved copy in the repository, so a changed or removed page stays checkable.
AI agents at Plaid (June 2025) https://plaid.com/blog/ai-agents-june-2025/ Engineering blog · First party · Last source verification: 2026-08-31 Question coverage and scope purpose Reported workflow Reported: The capture describes the run in one sentence; the two steps carry exactly that content. human involvement Not reported: The capture reports aggregate impact only; no human checkpoint is documented. implementation Reported validation Not reported: No check of repairs or failure behavior is documented. observations Reported lessons Not reported: The capture states impact and future plans; no evaluated transferable lesson. Research details for every claim on this page Summary Statement type Fact Provenance Reported Confidence Not assessed Confidence reason No explicit confidence assessment is recorded for this claim. Headline claim Statement type Metric Provenance Reported Confidence Medium Confidence reason Plaid reported the figures in its own blog without independent verification. Reported by Plaid Scope Automated repair of bank connections and the successful user-permissioned logins enabled by those repairs Denominator Not reported Method Not reported Observation date 2025-06 Tool access Statement type Fact Provenance Reported Confidence Not assessed Confidence reason No explicit confidence assessment is recorded for this claim. Detect an access issue Statement type Fact Provenance Reported Confidence Not assessed Confidence reason No explicit confidence assessment is recorded for this claim. Repair the connection Statement type Fact Provenance Reported Confidence Not assessed Confidence reason No explicit confidence assessment is recorded for this claim. Key observation More than 2 million successful user-permissioned logins
Duplicate representation of Headline claim . Component of the compound headline: the same over-2-million login figure with the same scope.
Statement type Metric Provenance Reported Confidence Medium Confidence reason Plaid reported the figure in its own blog. Reported by Plaid Scope Automated repair of bank connections and the successful user-permissioned logins enabled by those repairs Denominator Not reported Method Not reported Observation date Not reported Key observation Average time to fix a degradation reduced by 90%
Duplicate representation of Headline claim . Component of the compound headline: the same 90% repair-time reduction against an unprovided baseline.
Statement type Metric Provenance Reported Confidence Medium Confidence reason Plaid reported the figure in its own blog. Reported by Plaid Scope Automated repair of bank connections and the successful user-permissioned logins enabled by those repairs Denominator Average degradation-repair time before automated repairs; no baseline duration provided Method Not reported Observation date Not reported Operating model assessment Statement type Inference Provenance Catalog judgment Confidence Unverified Confidence reason The source reports aggregate impact such as successful logins and repair time; it does not document that a person reviews outcomes, work products, or exceptions on any run. Observation date 2025-06