Glean
Each of these is a real decision Glean is working through, written so you can make the call yourself — incomplete information, someone who pushes back, no answer key.
Glean is an enterprise AI/work AI platform that lets employees search across company systems, ask natural-language questions, generate content, and automate tasks, serving enterprises that need secure internal knowledge access, productivity tools, and AI-driven workflow automation. Glean preserves fine-grained ACLs, deletions, and sensitivity constraints so that AI answers are grounded in what users are actually allowed to see.
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Correct the hardened image while releases keep failing readiness
Permission-hierarchy services are failing readiness checks after deployments built from a hardened image. You have to weigh a fast image correction against retaining the security controls that cleared the release.
Protect sensitive values while keeping regulated documents searchable
Regulated administrators may exclude useful documents because sensitive values could surface in retrieval. You have to weigh broader knowledge access against proof that marked values stay protected.
Contain stale permissions while the customer review stays scheduled
An employee received a sensitive result after their access was removed. You must weigh immediate containment against a recovery cutover that cannot be easily undone.
Prove workflow value before renewal becomes a connector price debate
Ten pilot customers need evidence that secure knowledge retrieval improved a real workflow within 90 days. You have to weigh a repeatable programme against the different outcomes each executive sponsor will defend.
Find the approved fix for a line alert without widening access
Repeated production incidents are taking longer because repair history is split across four systems. You must weigh rapid incident context against the permission boundaries that make the guidance safe to use.
Prove what analysts can retrieve from large files within 14 days
Large Microsoft 365 files expose searchable metadata while their bodies are unavailable in the index. You have to weigh fast research discovery against a boundary security leaders can defend.
Align Slack access before the pilot review loses credibility
Authorized responders cannot reliably find Microsoft 365 runbooks after seeing them in Slack. You must weigh a fast pilot correction against evidence that permissions still hold for every test identity.
Cut unsupported answers from 12% to 6% without losing completions
Unsupported-answer judgments are 12% when permission-filtered retrieval leaves too little authorized evidence. You have to weigh useful completion against the cost of confident answers with weak support.
Surface stale knowledge before employees lose trust in search
Admins discover knowledge failures after employees have already searched, asked again, and opened support requests. You must weigh early warning against exposing sensitive content or creating a noisy admin workflow.
Preview employee access before a connector goes live
Admins can see a connector indexing without knowing what a particular employee can retrieve. You must weigh rollout confidence against exposing anything outside that employee’s permissions.
Open regulated evaluations without overclaiming governance proof
Regulated IT platform owners are pausing before evaluation because they need credible evidence about governed AI retrieval. You have to weigh pipeline speed against the precision required for approved technical claims.
Win two signings in 120 days against free Copilot Search
Copilot is already licensed, so portfolio IT leaders are challenging the need for a second search platform. You have to weigh sponsor-scale terms against a business case each company can defend.
Speed up Sales debriefs without letting AI judge candidates
Completed Sales loops are sitting for days while recruiters chase usable feedback. You have to weigh faster debriefs against human judgment, privacy, and evidence quality.
Scope AI triage of network failures while people own production changes
Only 45% of the selected private-network failures receive a reviewed diagnosis within an hour. You have to weigh faster triage against the evidence and human review needed before anyone changes production.
Explain cost exceptions before close reviewers rebuild the evidence
Material cloud and LLM movements are reaching review without an agreed explanation or complete ownership. You have to weigh faster exception narratives against the evidence and review controls behind every figure.
Catch dependency shifts before launch reviews run on stale status
Dependencies are changing after their Jira status has already shaped readiness conversations. You must weigh faster escalation against the evidence and human review needed before a status change affects a launch call.
Route findings to human review in one day without AI deciding fixes
Only 32% of dependency findings receive a human triage decision within one business day. You must weigh faster routing against the evidence reviewers need before treating a finding as urgent.
Flag renewal risks before EBRs turn into evidence hunts
Upcoming EBRs are being prepared after adoption and deployment risks have already become customer questions. You must weigh earlier flags against the burden of reviewing signals that cannot speak for themselves.
Cut brief approval from four days to one without unsupported claims
Strategists spend four days rebuilding account context, and unsupported claims still reach review. You must weigh faster briefs against evidence that each reviewer can verify and approve.
Trace agent failures without exposing the wrong context
Engineers take a 28-minute median to assemble enough evidence for an agent-failure next action. You must weigh faster on-call investigation against the need to keep every retrieved artifact permission-safe and reviewable.
Trace connector themes before feedback turns into competing anecdotes
Connector feedback is scattered across customer notes, and similar permission concerns are being grouped too late. You must weigh faster synthesis against the review needed to preserve what each source actually says.
Shorten account research without weakening buyer-facing evidence
Pilot sellers are rebuilding account context and taking more than an hour to reach a usable next step. You must weigh preparation speed against evidence a seller can stand behind in a regulated buyer conversation.
Decide what to lead with at the conference
Assets, routing, and follow-up rules lock once the event launches, and past conferences show that security-led and productivity-led meetings both fell short on bookings. You have to pick one story and a way to verify it.
Decide if the cutover evidence is good enough
A rehearsal moved the data, but reviewers cannot match 0.8% of the graph links they sampled, and disagree on whether that gap blocks cutover. You sign off before the old contract ends, and a reversal means a costly data replay.
Decide on the embedding model before the cutoff
The provider retires on a fixed date, and re-embedding every tenant cannot be undone cheaply. You have to weigh better recall against cost, and prove that results still respect permissions.
Prove legal holds are enforced before the migration
Held content can be classified in most samples, but nothing proves that every retrieval surface enforces the split. You have to ship enforcement, define the proof, and get sign-off before the irreversible migration.
Choose a launch scope for embedded answers
Reviewers qualify or disagree with 14% of answer snippets, and some drop the qualifiers that change what someone should do. You weigh portal adoption against the risk of confidently incomplete guidance.
Prove the benefits rollout is ready in 34 days
In a rehearsal, only 48% of the top benefits questions resolved without a handoff, and enrollment opens in 34 days. You have to weigh the benefits leader's push for one clean cutover against IT's demand for evidence first.
Settle the three-way deal before the deadline
Procurement set a final 30-day deadline and attached a 26-item exceptions matrix that the integrator and your lawyers read differently. You have to reach terms all three sides can operate without promising what you cannot unwind.