Enterprise Software

Teradata

Emerging1/3 relationships sourcedProfile verified Aug 14, 2026

30-Second Executive Brief

Executive Assessment

Teradata functions as an emerging institution within Enterprise Software, backed by 47% sourcing coverage, with accelerating strategic relevance.

  • Maintains 3 mapped relationships across the graph
  • 47% sourcing coverage across sourced relationships
  • Tracked as emerging institution within the Enterprise Software category

Executive Snapshot

Strategic Role
Emerging Institution
Sourcing Coverage
47%
View Methodology →

Computed live from this entity's own relationships and evidence: how many relationships carry at least one linked citation, weighted with citation recency and source type — independent of Strategic Importance, and not a prediction. Not a hand-typed number; recalculated on every read.

Ecosystem Influence
Regional
Strategic Momentum
Accelerating

Coverage

Mapped Relationships
3
Technology Domains
3

Strategic Implications

  • Central node connecting multiple strategic ecosystems
  • Directly influences technology and capital flows
  • Material relevance to downstream dependency mapping

Top Opportunities

Cloud ARR growth and AI-ready data platform positioning expected to offset legacy revenue declineAutonomous Knowledge Platform positioned as the company's core AI/analytics/data unification bet for 2026-2027

Top Risks

Legacy on-premises data warehousing revenue in gradual decline as customers migrate to cloud-native platformsQ3 2026 guidance calls for total revenue to decline 4-6% year-over-year, and the 18% after-hours share drop signals the market sees near-term revenue pressure as a real risk despite the AI platform launch

Critical Dependencies

Continue to Dependency Graph ↓

A data warehousing and enterprise analytics platform provider transitioning toward cloud and AI-ready data infrastructure. Q1 2026 EPS of $0.88 beat analyst estimates by 15.8%, and the company projects 2026 total ARR growth of 2-4% with free cash flow of $310-330 million. Teradata launched its Autonomous Knowledge Platform in July 2026, unifying production-grade AI, analytics, and data across cloud, on-premises, and hybrid environments, and was named Exemplary across seven categories in the 2026 ISG Buyers Guides for AI and Data Platforms; the company also paused 2026 employee salary increases to redirect budget toward AI investment.

Leading Indicators

Hiring and patent filing trends — the underlying numbers Momentum is computed from. Insider filing activity is tracked separately under Sources below.

Risingdriven mostly by insider filing activity, up 1 since last check

Sources

Every claim traced to a primary source — evidence, recent activity, and insider filing behavior, all in one place.

Evidence

5 sources · 1 government/SEC filing

Insider Filing Activity

9Form 4 filings, trailing 90 days+1 since last week's snapshot

Counts filing frequency only — transaction direction/size wasn't parseable from the sampled filings · sourced from SEC EDGAR · as of Sep 7, 2026

Acquisition & Investment Fit

AI-reasoned, generated only from entities already in InsightNodes's own graph — a hypothetical strategic-fit exercise, not real M&A intelligence or a signal that any deal is planned or in progress.

Relationship Map

The relationships surrounding Teradata — ownership, dependencies, regulation, technology and market context. Click any node to make it the new center, 2 levels deep.

Connection type

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The Story So Far (last 6 months)

May 2026: Teradata Q1 2026 EPS beats estimates by 15.8%May 2026: Teradata Q1 2026 prepared remarksJul 2026: Teradata launches Autonomous Knowledge Platform, pauses salary hikes to fund AI pushAug 2026: Q2 2026 revenue flat at $410M, but shares fall 18% after-hours on weak Q3 outlookAug 2026: Teradata Q2 2026 revenue flat at $410M; shares reverse to fall 18% on weak Q3 guidanceAug 2026: An 18% after-hours reversal despite an EPS beat suggests the market is pricing Teradata's… (unconfirmed)

Auto-generated from this entity's dated milestones, relationship updates, and sourced evidence — not AI-written, just sorted.

Market Intelligence

Unverified

Credibly-reported claims — analyst notes, sourcing citing “people familiar with the matter,” deals where the companies involved declined to comment — that haven't been officially confirmed. Kept structurally separate from the sourced evidence above; treat as a lead worth researching further, not an established fact.

An 18% after-hours reversal despite an EPS beat suggests the market is pricing Teradata's legacy-to-cloud transition as a genuine near-term revenue headwind, not a rounding error, even as the Autonomous Knowledge Platform launch continues

36% confidence

Shares moving from +7% to -18% within a single earnings reaction is a large swing for a beat-and-raise quarter, and it reads as investors weighting the Q3 guidance (revenue declining 4-6%) far more heavily than the EPS beat or the July Autonomous Knowledge Platform launch -- a sign the market wants to see the AI-platform bet show up in top-line numbers before it credits the story.

This is InsightNodes' own interpretive read of the market reaction to Teradata's Q2 2026 results; it reflects a plausible explanation rather than confirmed analyst consensus on investor motivation.

The Motley Fool · Aug 11, 2026

Teradata's Timeline

A sourced, dated history of Teradata's key moments — founding to present.

  1. Aug 2026 · Q2 2026 revenue flat at $410M, but shares fall 18% after-hours on weak Q3 outlook

    Teradata reported Q2 2026 non-GAAP EPS of $0.69 on revenue of $410 million (flat year-over-year, beating estimates), and raised full-year non-GAAP EPS guidance to $2.65-2.73; shares initially rose 7.2% but reversed to fall 18.3% after-hours once investors focused on Q3 guidance calling for total revenue to decline 4-6% year-over-year.