Six positioning scores, 1 to 10.
See Methodology.
| Dimension | Score | vs.Entire Market | vs. Revenue Cohort |
|---|---|---|---|
AI-first Headline 'WE SHIP AI' and title tag 'We Ship AI'; Agentic AI Studio, agentic services, prolific recent AI/LLM thought leadership, ai_emphasis 80, and 'agentic' as top hot-word — AI is the entire repositioned pitch. | 9Leading | Top 13% | Top 17% |
Consultative partner Product Strategy advisory, 'point roadmap at real growth not just features', validated innovation and outcomes framing plus combined product/design/engineering discovery cycles signal outcomes-led partnering, though some build-to-spec heritage remains. | 7Strong | Top 31% | Top 35% |
Clear differentiator Sharp plain claims: employee-owned since 2006, 20+ years craftsmanship, agents shipped with governance in 8-12 weeks, 'experiments that earn their way to production' — specific and differentiated beyond generic language. | 7Strong | Top 27% | Top 38% |
Thought leadership Prolific, weekly, 848-result library with named senior-practitioner authors and pointed POV pieces (MCP primer, LangChain Interrupt notes, structured agentic dev on real codebase) — substantive and current. | 8Strong | Top 3% | Top 2% |
Industry specialization Multiple named industries with recognizable clients (fintech, healthtech, entertainment) but depth signals mostly moderate-to-light; regulated/high-stakes focus stated but sector proof is breadth over depth. | 6Present | Top 50% | Top 27% |
Technology-forward, owns IP One branded accelerator, Agentic AI Studio (medium substantiveness, defined timeframe/outputs but no published methodology); AI-ready platforms mentioned but no proprietary models/tools surfaced. | 5Present | Top 55% | Top 44% |
Size
51 to 200 people
Revenue
$10M to $50M(medium confidence)
HQ
Chicago, IL
AI emphasis
Normal
Homepage positioning
“WE SHIP AI.”
8th Light is an employee-owned custom software and digital product firm founded in 2006, headquartered in Chicago. They partner with ambitious organizations to build agentic AI products, adaptive platforms, and validated digital solutions, with a focus on regulated and high-stakes industries. Their team of 140+ strategists, designers, engineers, and technologists serves clients across fintech, healthtech, insurance, entertainment, and more.
Selling points
- Agentic products and deep platform expertise
- Validated innovation: experiments that earn their way to production
- AI-ready platforms built to outlast any single model
- Production autonomy: agents shipped with governance in 8–12 weeks
- Marketplace-at-speed: real-time buyer trust for agent and human traffic
- 20+ years building systems that hold up under real load
Named clients
- Pfizer
- Grubhub
- Cars.com
- Fidelity Life Association
- GeneDx
- Capital One Services
- Riot Games
- Ticketmaster
- Electronic Arts
- GoodRx
- LegalZoom
- Deloitte
- IDEO
- PENN Entertainment
- Fandango
- BeatStars
- American Family Mutual Insurance Company
- American Financial Exchange
- The Bank of New York Mellon Corporation
- Avant
- Medline Industries
- Home Connect
- AXUS Travel
- Illinois Partnered Solutions
- Munich Re - Digital Partners
Services and capabilities
AI and ML
Agentic AI — AI that acts like a trusted teammate.
Design and build agentic workflows that take action on behalf of clients, closing the loop with core systems. Combines LLMs, proprietary data, and guardrails for regulated industries. Includes standing up AI platforms so teams can safely ship and operate multiple agents beyond a single pilot.
Cloud and platform
Platforms & Adaptive Systems — Enabling a living and resilient system.
Modernize legacy systems into cohesive, API-first platforms that support the next decade of products. Design modular architectures, build secure cloud-native infrastructure, and make performance, observability, and resilience core to the platform.
Product engineering
Emerging Solutions — Prove the future in months, not years.
Stand up rapid and repeatable solution delivery processes that de-risk big bets in new markets. Run rapid discovery and prototyping cycles, validate what customers will use, and create a clear roadmap from promising pilot to scaled, production-ready solution.
Advisory and strategy
Product Strategy — Point your roadmap at real growth, not just more features.
Turn scattered ideas into a crisp product strategy tied to revenue, retention, and risk. Run focused discovery workshops, align stakeholders, and build living roadmaps and tech plans keeping product, data, and engineering aligned.
Design and experience
Experiential Design — Design experiences people don't have to think about, just use.
Pair research and human-centered design to uncover what users actually need. Craft intuitive, beautiful, accessible interfaces, and use experimentation, analytics, and continuous optimization to make every release measurably better.
Product engineering
Engineering & DevOps — Ship faster using AI, sleep better and scale further.
Build and modernize platforms, applications, and integrations that are secure, reliable, and built to grow. Automate testing, deployments, and infrastructure so change is routine. Apply proven DevOps and reliability practices for ambitious uptime and performance targets.
Product engineering
Marketplace Engineering — Real-time buyer trust, whether agent or human.
Build platforms that absorb real marketplace volume, separate signal from noise, and earn the buyers who matter. Focused on distinguishing legitimate agent traffic from scraping and fraud in real time.
Industries
Financial services
Named focusFintech and insurance clients including Capital One, Fidelity Life, American Family Mutual, Avant, BNY Mellon, and eFinancial
Healthcare
Named focusHealthTech clients including GeneDx, GoodRx, Evolent Health, Medline Industries, American Medical Association, and RecoveryOne
Retail and consumer
Named focusConsumer marketplace and retail clients including Grubhub and marketplace engineering focus
Media and entertainment
MentionedEntertainment clients including Riot Games, Electronic Arts, Ticketmaster, Fandango, BeatStars, and PENN Entertainment
Technology
MentionedTechnology and software clients including Cars.com, Mavenlink, and software platform modernization
Travel and hospitality
MentionedTravel clients including AXUS Travel
Education
MentionedHigher education including AllCampus agentic recruiting platform and APL nextED
Public sector
MentionedNonprofit and civic clients including Center for Policing Equity, Illinois Children's Healthcare Foundation, and Illinois Partnered Solutions
Thought leadership
8th Light publishes a practitioner-led insights program centered on agentic AI, generative AI, and software craft, reflecting the firm's consulting identity. The program is active but appears to have slowed in cadence recently, with only one piece in the last 30 days and a handful in the last few months, despite a large back-catalog of 848 results.
Volume
Prolific
Cadence
Sporadic
Most recent
July 06, 2026
- Teaching the Agent Our Craft: Structured Agentic Development on a Real CodebaseArticles · Jul 6, 2026
- Celebrating our Beacon: Kevin BuchananArticles · Jun 23, 2026
- Production is the New Prototype: Notes from LangChain Interrupt 2026Articles · May 17, 2026
- Accelerating Delivery: How AI Agents Can Own the Initial Code DraftArticles · May 5, 2026
- LLMs Are Proving That It Is Impossible to Automate Away the Human ExperienceArticles · Apr 15, 2026
- Reframing Healthcare Technology in the AI EraArticles · Mar 6, 2026
- A Primer: MCP Servers and the Model Context ProtocolArticles · Feb 25, 2026
- Honoring Our Q4 Beacon Award Recipients, Team Nimrods!Articles · Feb 24, 2026
- Walk Out Technology Is Hitting Its StrideArticles · Feb 16, 2026
- Making Sense of Digital Transformation Initiatives: Seeing Past the FuzzinessArticles · Feb 13, 2026
- The Design Process and Agile Development: Part 1 — Design Is CollaborativeArticles · Feb 5, 2026
Owned IP
Surfaced from what the firm names on its homepage and primary navigation, plus what a quick crawl turns up. Large firms may own more than is shown here.
Agentic AI Studio
AcceleratorA structured engagement model where 8th Light ships one agentic workflow in production within 8–12 weeks, complete with boundaries, observability, and evaluation. Positioned as turning AI investment into AI infrastructure.
Our assessment: Branded delivery program with a defined timeframe and stated outputs; substantive framing but no published methodology detail on the captured pages.
ViewHot-words
The buzzword spaces this firm chooses to lean into.
“Agentic products, deep platform expertise”
“In eight to twelve weeks, one workflow ships in your environment”
“Experiments that earn their way to production”
“the boundaries, observability, and evaluation to prove it”
“Agentic AI exposes fragile infrastructure. Let's fix that. We build the modular, observable, API-first layer your agents need to run on.”
Contact surface
Ways we found to reach this firm.