News · Roadmap

Bench is coming in the next 2–3 months

Ink illustration of an owl

Motivation and problem formulation

Performance and coaching desks already consume video, GPS/load proxies, opposition reports, and medical notes — usually across tools that do not share an evaluation contract. We hypothesize Bench as a product-shaped answer to coach-facing sports intelligence with measurable workflow outcomes: reduce time-to-brief, improve traceability of recommendations to evidence, and keep humans in control of selection and load decisions.

Because Bench is Coming soon, this article publishes the proposed architecture and evaluation design we will run at launch — with pending markers until pilot results land.

Proposed Bench coach workflow (architecture schematic)SessionSignalsContextBriefReviewArchive
Figure 1. Architecture schematic (qualitative) of a proposed Bench coach workflow from session signals to archived review. Not a shipped pipeline diagram.

Architecture schematic (qualitative) — roadmap.

Proposed system architecture

We expect Bench to sit alongside StatGost (stats reasoning), Koba (agentic research), and Sponsorlytix/Dantani (commercial/media intelligence) without duplicating those SKUs. Exact feature bullets are reserved until launch announcement. Safe statements today: Bench is an intentional suite member on a 2–3 month horizon; it is aimed at professional sports workflows rather than consumer fantasy products; evaluation will prioritize coach-desk utility and safety over vanity accuracy.

Proposed eval matrix — task × risk (illustrative)SpeedGroundSafetyUXAuditPre-matchIn-sessionPost-matchWeeklyRecruit
Figure 2. Illustrative evaluation profile — not a published benchmark. Proposed emphasis of evaluation axes across coach-desk task classes.

Illustrative evaluation profile — not a published benchmark.

Data and methods (proposed)

At launch we intend to evaluate Bench with: (1) time-to-first-useful-brief studies on held session packets; (2) evidence-link audits (recommendations must point to clips/tables); (3) safety probes (medical speculation, minors, discriminatory language); (4) preference tests vs prior desk tooling. Training/data specifics will be disclosed only to the level launch docs support — this roadmap post does not invent corpora sizes.

2–3 moExpected horizon from 25 Sep 2026
RoadmapStatus: not shipped
Coach deskPrimary hypothesized user
PendingAll launch metrics
Illustrative time-to-brief target band (design intent)v0alphabetaRCGA
Figure 3. Illustrative evaluation profile — not a published benchmark. Qualitative target bands for time-to-brief across release stages (minutes, design intent only).

Illustrative evaluation profile — not a published benchmark.

Comparison vs suite siblings (planned positioning)

DimensionBench (roadmap)StatGostKoba
StatusComing in ~2–3 monthsAnnounced flagship statsAnnounced mid-tier agent
Primary deskCoach / performance (hypothesized)Scout / analyst / commercial statsGeneral sports professional
Public feature listNot publishedFive stats pillarsFive agent pillars
Eval posture in this postProposed protocols onlyPending internal resultsPending internal results

Proposed evaluation table

MetricDefinitionUnitProtocolResult
Time-to-briefMinutes from session packet to usable briefminLab + pilot desks—
Evidence link rateShare of recommendations with citations%Audit sample—
Safety probe passPass rate on medical/minors/bias probes%Red-team suite—
Coach preferenceBlind preference vs baseline toolingwin ratePilot studyInternal eval — contact sales
Schema stabilityBreaking changes per releasecountChangelog review—

Limitations and failure modes (anticipated)

  • Over-automation of selection decisions — Bench must not silently replace coaching judgment.
  • Video rights and privacy constraints may limit what pilots can ingest.
  • Feature inventory unknown publicly — treat social speculation as non-authoritative.
  • Timeline risk — 2–3 months is a planning window, not a contractual SLA.

Safety and responsible use

Coach-facing systems touch athlete welfare. Proposed policy: no autonomous medical diagnosis; heightened friction around youth athletes; clear labeling of model suggestions vs staff decisions; audit logs for high-impact recommendations.

What’s next / availability

Bench is on the near-term roadmap. Watch Eagle Eye News for the launch post with concrete capabilities and the first evaluation disclosures we are willing to publish. Talk to sales for pilot interest.

Appendix — glossary

Time-to-brief. Operational metric from raw session inputs to a coach-usable summary.

Evidence link. Pointer from a recommendation to clip, table, or note.

Roadmap product. Named suite member without a full public feature card yet.

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