Below is a founder-focused, no-fluff map of what’s hot right now—plus concrete moves you can make this quarter.
1) Agentic AI moves from demos to deployed workflows
“Agentic AI” (LLM-powered systems that plan, call tools, and act) is shifting from chatboxes to job-level automation: tier-1 support, collections, invoice coding, procurement pre-checks, tier-2 SOC triage, and more. Expect buyers to ask how your product embeds agents—not whether it does.
Founder move: Pick one costly, repetitive workflow in your ICP and ship an on-rails agent that closes the loop (reads context → decides → takes a reversible action → logs evidence). Treat it like a product line, not a feature.
2) On-device AI is a platform shift (AI PCs & “private-by-default” UX)
Two hardware waves are colliding with software:
- AI PCs/NPUs: With NPUs becoming standard in laptops and workstations, inference is shifting from cloud to edge.
- Apple Intelligence: Apple is rolling out on-device + Private Cloud Compute experiences (rewrite/summarize, image tools, “Genmoji,” and a new Siri), which will condition consumers to expect fast, local, privacy-preserving AI.
Founder move: Offer an edge-first mode for latency/sovereignty (e.g., on-device embeddings, local redaction before cloud). Market it as cost, speed, and privacy—not just privacy.
3) Data, power, and latency become strategic moats
AI demand is colliding with power and cooling constraints. Data centers already consume about 2% of global electricity (~460 TWh in 2022), with usage climbing fast. Power shortages, heat density, and permitting delays are shaping both infra and software.
Founder move:
- If you’re infra/SaaS: add FinOps + energy-aware knobs (quantization, batching windows, “green window” scheduling).
- If you’re climate/infra: build for micro-siting, grid interconnect, power procurement, thermal reuse—there’s a tooling gap from permitting to dispatch.
4) AI governance is a sales feature, not a checkbox
The EU AI Act has entered into force, with bans on prohibited practices applying first and high-risk obligations following. Parallel standards—ISO/IEC 42001 (AI management systems) and NIST AI RMF—are emerging as the shared language of risk. Early certifications are already being used in enterprise deals.
Founder move: Publish a one-page AI System Card tied to ISO 42001/NIST RMF (intended use, data sources, evals, guardrails, incident process). It de-risks procurement and differentiates against “AI-washed” competitors.
5) Vertical AI > general AI
Buyers want full outcomes (not building blocks). The winning pattern: domain-specific data, narrow taxonomies, and human-in-the-loop checkpoints—e.g., claims adjudication, clinical CDI, trade compliance, A/P anomaly resolution, quality/inspection agents.
Founder move: Pick a line-item on your customer’s P&L and promise a % reduction with SLAs; design the model, UX, and human-review policy around that one KPI.
6) Defense & dual-use tech heats up
Procurement is modernizing (DIU, AFWERX, and rapid-fielding initiatives), while autonomy, sensing, and EW spawn commercial spin-outs (perception stacks, swarming, resilient comms). If you can sell safety, logistics, or infrastructure resilience, you can often sell to both public and private buyers.
Founder move: Build dual-licensing (gov/commercial) from day one; learn OTA/BAA mechanics and map your TRL to the right pilot pathway.
7) Climate tech 2.0 is “boring electrification” + grid software
Expect more startups in DER orchestration, interconnection, storage optimization, heat pumps/HVAC, geothermal, and industrial decarbonization. University and lab ecosystems show deal flow across power, materials, and process innovation.
Founder move: Target utility pain (interconnect backlogs, forecasting, demand response) or facility pain (retrofit paybacks). Pair hardware with software + project finance.
8) Fintech: real-time rails and crypto go mainstream(er)
- Instant payments: FedNow participation continues to expand across banks and credit unions, enabling real-time treasury and disbursements use cases.
- Crypto in the stack: The SEC approved spot Bitcoin ETFs and later spot Ether ETFs, a watershed for institutional access and custody tooling. Expect more compliant on-ramps, treasury, and payments experiments.
Founder move: Build B2B apps on instant rails (cash-flow smoothing, just-in-time payouts) and offer policy-driven asset support (not “crypto for crypto’s sake”).
9) Security: AI is both the attacker and the shield
Attackers are already using LLMs for polymorphic malware, jailbreaks, and social engineering; defenders respond with LLM-native threat hunting, code scanning, RASP, and agentic SOC. NIST’s evolving AI risk taxonomy and “GenAI profiles” are shaping control catalogs; “disinformation security” is emerging as a board-level concern.
Founder move: Ship security stories by default: prompt-injection hardening, model-spec logging, evals, red-team results, and support for post-quantum migration paths where relevant.
10) Platform engineering & AI-augmented dev become non-optional
Large orgs are standardizing internal platforms and golden paths; most will formalize platform teams, while AI copilots accelerate code and infra work. If you sell to developers, expect a buyer committee that includes the platform team.
Founder move: Integrate with the platform layer (IDP, Backstage, Terraform modules, SSO, policy-as-code). Document how you reduce MTTR, flake, or toil—then prove it in week-one telemetry.
11) Pricing & GTM: PLG 2.0 and usage-based with floors
Usage-based pricing keeps outperforming in public SaaS cohorts. Operators are revisiting monetization to balance AI infra costs with customer value. Product-led motions persist, but with sales-assist, role-based paywalls, and governance tiers for enterprise.
Founder move: Meter the business outcome (docs processed, invoices cleared, incidents resolved), not raw tokens/requests. Add a minimum commit + overage to guard margins as model costs fluctuate.
Execution checklist for founders
- Pick one workflow and make it fully agentic (actions + audit trail).
- Publish governance: a 1-pager aligned to ISO 42001/NIST RMF; add a Trust page and link it in every deck.
- Edge mode: ship a private, on-device path for sensitive steps.
- Price on outcomes with a commit + overage; run 2 pricing experiments per quarter.
- Instrument energy & cost: track $/outcome and kWh-aware scheduling knobs in your ops runbooks.
