Regulated & physical worlds
Banking, insurance, healthcare, logistics, government, and manufacturing — where wrong answers have real cost.
Enterprise software · AI · ML · Marketing
SIGNAL FORGE
We finish what research papers start. Production systems for artificial intelligence, machine learning, mission-critical infrastructure — and marketing engines that turn models into measurable demand.
Trusted across regulated & high-scale environments
FORTUNE-50 LOGISTICS NATIONAL HEALTH GLOBAL PAYMENTS SOVEREIGN AI LAB INDUSTRIAL OEM ENTERPRISE GROWTH ORGS
Solutions map
Pick your entry point. We meet you in production.
Browse the same way your org actually buys — by industry, function, team, or role. Marketing sits beside engineering on purpose.
From risk to revenue
Fraud, engineering, legal — and marketing growth systems that treat creative, channels, and attribution as one stack.
Built for decision makers
CIO control planes, CTO architectures, CMO demand engines, CEO transformation programs with named P&L owners.
Open Solutions in the nav for the full mega-menu — industry, function, team, and role taxonomies with concrete use cases.
Capabilities
A constellation of weapons we already know how to fire.
Not a menu of buzzwords. Deep practice areas with scars from live traffic, auditors, and quarterly reviews.
Foundation systems
Pretrain, fine-tune, distill, and route model fleets. Cost and quality as first-class constraints — not afterthoughts.
Decision engines
Graphs, causal inference, and online learners that survive distribution shift without weekend fire drills.
Mission-critical infra
Inference meshes, GPU schedulers, and data planes that hold when the board is watching the dashboard.
Marketing OS
Content engines, campaign orchestration, creative QA, SEO/GEO, and multi-touch attribution tied to pipeline — not vanity metrics.
Edge & autonomy
On-device models and closed-loop control where cloud latency is a liability, not a feature.
Adversarial defense
Fraud graphs, abuse detection, and red-team harnesses that assume the attacker is smarter than the slide deck.
Autonomous migration
Agent fleets that rewrite legacy estates at industrial scale — verified, instrumented, boring in production.
Decision science
Feature stores, experiment platforms, and lift measurement that finance will actually accept.
Governance & RAI
Audit trails, policy-as-code, eval gates, and kill switches — compliance designed in, not bolted on.
New pillar · Marketing
Marketing is an engineering problem. We treat it like one.
Most “AI for marketing” is a chatbot on a blog. We build the operating system: generation, governance, channel execution, and closed-loop attribution into CRM and revenue.
- Content & creative engines — brand-safe generation with human review gates and style systems.
- Campaign orchestration — always-on testing across paid, lifecycle, and product-led motions.
- SEO / GEO / answer engines — structured presence where buyers (and models) actually look.
- Attribution that survives finance — causal lift, not last-click fairy tales.
Selected work
Proof monoliths — each with a full autopsy.
Short teases here. Long-form case writing on dedicated pages: the problem, the hard parts, the architecture, and the numbers.
Neural logistics OS
Multimodal demand graph across 14 regions and 2.1B SKU-day combinations — replacing a decade of brittle heuristics.
Read full case →38%forecast error cut
$240Mdead inventory / yr
11 wksshadow → prod
Multimodal clinical triage
Imaging, vitals, notes, and labs in one calibrated pass — designed for FDA-path readiness from day one.
Read full case →12m→47sdecision latency
99.2%specialist concordance
0Sev-1 in 180 days
Real-time fraud graph
Entity scoring across every hop in the money path — under 18ms p99 at peak holiday load.
Read full case →$1.1Bblocked YoY
0.08%false positives
18msp99 score
Foundation fine-tune stack
Post-training platform with preference flywheels, eval CI, and cost-aware inference routing.
Read full case →43%domain eval lift
6×cheaper inference
9 molab → fleet
Autonomous code migration
Agent swarm across 4.2M lines of COBOL → cloud with differential testing that treated drift as Sev-0.
Read full case →4.2MLOC migrated
11 wkscalendar time
0Sev-1 / 90 days
Edge perception mesh
On-robot multimodal perception for hazardous environments — fully offline when the uplink dies mid-mission.
Read full case →62%mission time ↓
100%offline operable
3 yrsno field recall
Platform spine
Under the hood — the actual layers we ship.
Every engagement maps to this spine. No mystery meat architecture.
L0
Signal intake
Event buses, feature streams, docs, sensors, ad/CRM telemetry.
L1
Representation
Embeddings, graphs, caches — memory that stays hot under load.
L2
Reasoning core
Models, planners, verifiers, and marketing decision policies.
L3
Action plane
APIs, agents, robots, consoles, and channel execution.
L4
Proof layer
Eval gates, audits, kill switches, revenue & safety telemetry.
What leaders say
Readable proof from people who own the outcome.
“Signal Forge didn’t sell us a model. They rebuilt how demand decisions get made — and finance could finally reconcile the forecast to the warehouse.”
“The marketing OS paid for itself in a quarter. Same brand voice, twelve markets, and attribution that our CFO stopped arguing with.”
“We had research-grade models and production-grade outages. They connected the two with eval gates our security team actually signed.”
Engagement filter
Who we take — and who we walk from.
Desire is higher when the door is narrow. We refuse most briefs.
We engage when
- The problem has no off-the-shelf answer that survives production.
- Leadership funds outcomes — including marketing pipeline, not just demos.
- Data exists, or you will let us build the pipes to create it.
- Failure modes can be discussed in daylight with legal and security.
We walk when
- “Just wrap GPT” or “just add AI content” is the entire strategy.
- Compliance is treated as a surprise at the end.
- Nobody owns the P&L impact of the system.
- You need a vendor to agree with you, not to be right.
Acceptance rate last 24 mo — 7% of inbound
Dock
Arm a mission.
Not a contact form. A launch sequence. Tell us what shouldn’t be possible yet — in engineering or in market.