OloLand used Tavily web search in its evaluations of the Vals AI Finance Agent benchmark. Its baseline used the unmodified finance-agent harness. The augmented stage retained the same harness, model and prompt scaffold, adding nine deterministic OloLand tools and a prompt instruction for quantitative claims.
Both stages ran on the 50-question public split with three independent seeds. Each seed made independent retrieval calls to Tavily and sec-api.io. The methodology lists Tavily’s free tier for both stages. This documents benchmark research use.
OloLand documents Tavily web search in its baseline finance-agent evaluation and retains the same harness in its augmented evaluation. The methodology reports three independent seeds per stage on the 50-question public split, independent Tavily retrieval calls and Tavily free-tier use.
Vals AI Finance Agent — MethodologyListed 25 Oct 2026 · OloLand · Web pageOloLand documents Tavily web search in its baseline finance-agent evaluation and retains the same harness in its augmented evaluation. The methodology reports three independent seeds per stage on the 50-question public split, independent Tavily retrieval calls and Tavily free-tier use.
OloLand, operated by ololand.ai Inc., makes an acquisition intelligence workspace for private-equity teams, business buyers and their advisors. It combines document review, financial modeling, risk assessment and investment-memo drafting with records of sources, assumptions and review decisions. Teams can screen opportunities, compare valuation scenarios, organize diligence questions and apply their firm's investment criteria across deals. Its products include a web workspace, Pre-LOI Forensic Screen and Full QoE analytical reports, financial calculation tools and an iPhone app for reviewing deals, documents and approvals.
OloLand releases iPhone app for acquisition due diligence
OloLand released an iPhone app connecting business buyers to their OloLand workspace. The app provides access to deals, document-based questions, approvals and deal documents.
An acquisition intelligence workspace for private-equity deal teams. · Finance
How they use Tavily
OloLand used Tavily web search in its evaluations of the Vals AI Finance Agent benchmark. Its baseline used the unmodified finance-agent harness. The augmented stage retained the same harness, model and prompt scaffold, adding nine deterministic OloLand tools and a prompt instruction for quantitative claims.
Both stages ran on the 50-question public split with three independent seeds. Each seed made independent retrieval calls to Tavily and sec-api.io. The methodology lists Tavily’s free tier for both stages. This documents benchmark research use.
OloLand documents Tavily web search in its baseline finance-agent evaluation and retains the same harness in its augmented evaluation. The methodology reports three independent seeds per stage on the 50-question public split, independent Tavily retrieval calls and Tavily free-tier use.
Vals AI Finance Agent — MethodologyListed 25 Oct 2026 · OloLand · Web pageOloLand documents Tavily web search in its baseline finance-agent evaluation and retains the same harness in its augmented evaluation. The methodology reports three independent seeds per stage on the 50-question public split, independent Tavily retrieval calls and Tavily free-tier use.
OloLand, operated by ololand.ai Inc., makes an acquisition intelligence workspace for private-equity teams, business buyers and their advisors. It combines document review, financial modeling, risk assessment and investment-memo drafting with records of sources, assumptions and review decisions. Teams can screen opportunities, compare valuation scenarios, organize diligence questions and apply their firm's investment criteria across deals. Its products include a web workspace, Pre-LOI Forensic Screen and Full QoE analytical reports, financial calculation tools and an iPhone app for reviewing deals, documents and approvals.
OloLand releases iPhone app for acquisition due diligence
OloLand released an iPhone app connecting business buyers to their OloLand workspace. The app provides access to deals, document-based questions, approvals and deal documents.
