The 6-Gear
System vs.
the Field.
Three direct competitors in focus: MySidewalk has community-health data but no community. Civic Roundtable has government community but no data. Lightcast has the labor-market data spine but no citizens, no curriculum, no clinical loop. FFH operates in all three lanes — plus four more.
MySidewalk has data but no community. Civic Roundtable has community but no data. If you could deliver a combination of the two, that would be interesting.
A deeper dive added a third focus competitor: Lightcast (formerly Burning Glass + Emsi, now KKR-owned). They are the labor-market data spine for FFH's exact same three lanes — HR Tech, Ed Tech, Gov Tech. They are infrastructure FFH should consume, not compete with.
Three direct competitors in focus
Each is well-funded, scaling, institutionally credible. Each covers one slice of what FFH delivers.
MySidewalk
Cloud Data Library + Sidekick AI. Public-health vertical. Customer = analyst inside an existing department.
Civic Roundtable
Government operations platform — peer-to-peer collaboration + AI reference for public servants. Recently named Georgia's statewide platform.
Lightcast
Universal standard for labor-market intelligence. Same lanes as FFH: HR Tech / Ed Tech / Gov Tech. Adoption: 67 of Fortune 100, 775+ workforce orgs, 1,000+ schools, 165 countries.
All three slices, plus four more.
FFH is the only player with all 13 capabilities in a single integrated stack.
| Capability | FFH | MySidewalk | Civic Roundtable | Lightcast |
|---|---|---|---|---|
| Community / population health data | ✓ | ✓ | × | × |
| Labor / workforce data | ✓ | × | × | ✓ |
| AI assistant on the data | ✓ | ✓ | ~ | ~ |
| Citizen / consumer users | ✓ | × | × | × |
| Health-specific vertical | ✓ | ~ | × | × |
| Education / curriculum | ✓ | × | × | × |
| Certification / credentialing | ✓ | × | × | × |
| Gamification / behavior change | ✓ | × | × | × |
| Clinical / EHR integration (FHIR) | ✓ | × | × | × |
| Local franchise / Director model | ✓ | × | × | × |
| Distributed media network | ✓ | × | × | × |
| Youth / student channel | ✓ | × | × | ~ |
| Free public API tier | ✓ | × | × | ✓ |
✓ have it · ~ partial / adjacent · × structurally absent
The 6-Gear System, gear by gear
Each FFH gear vs. its closest analog (or absence) at all three competitors.
Chamber of Health
PHIT Scores & Data
360° Health Academy
STEAM TEAMS & Reality Health Games
Workforce Development
Omni Media Publishing
FFH consumes Lightcast — for free.
How does FFH offer API connections at Lightcast's level? Don't build it — consume it. The free tier covers everything FFH needs to launch.
| Layer | FREE — Open Skills tier (register to use) | PAID — Contract (sales-led, no public price) |
|---|---|---|
| Skills Taxonomy | Full Open Skills Library — 34,000+ skills, browsing + structure + monthly updates | Bulk Data Share / licensed download for offline use |
| Skills API | Free — autocomplete + limited skill-extraction | Full skill-extraction with confidence scores, advanced matching, higher rate limits |
| Titles API | Free — title normalization + autocomplete | Full title-to-occupation classification + LOT mapping |
| Occupation Taxonomy (LOT) | Browse hierarchy on website (Career Areas → Groups → Occupations → Specialized) | Licensed download of 1,800+ specialized occupations + LOT Classifier API |
| Real-time job postings | None | Talent Analyst platform + Data Shares |
| Career profiles (600M+) | None | Enterprise data contract |
FFH's near-term roadmap runs entirely on the FREE tier. Paid tier is only needed if FFH wants live job-postings ingestion for Workforce gear analytics — Year-2+ enhancement, not a launch requirement.
What to do about it
MySidewalk is the data benchmark
Beats FFH on raw indicator depth today. Cannot beat FFH on behavior data, FHIR-back path, or activation gears. Posture: benchmark + possible data-licensing partner.
Civic Roundtable is upstream
They convene the public officials who fund FFH's Chambers. Posture: when a state runs on Civic Roundtable, that's the doorway to a state-level Chamber-of-Health rollout.
Lightcast is infrastructure
Tag every FFH module + Bingo Card + cert with Open Skills IDs and LOT codes. FREE on registration. Posture: consume + apply for Ed Tech partner logo wall.
FFH = 5 wins / 1 tie / 0 losses
Wins outright on Chamber, Academy, Games, Workforce-Training, Media. Ties on PHIT Score. Lightcast = adjacent infrastructure. The integrated stack is the moat.
Treat them as channels and infrastructure, not threats
Benchmark and partner
- Run a head-to-head Sidekick vs. PHIT Score + Coach Lucy demo for one AZ partner
- Explore data-licensing or co-display deals that make PHIT outclass Sidekick at engagement
- Use their public-health module as a benchmarking yardstick for FFH releases
Upstream buyer channel
- Watch state-level wins (Georgia, etc.) as warm-intro paths for FFH-to-government deals
- Officials on Civic Roundtable are the buyers and sponsors of FFH's Chambers
- Position Chamber Director model as the citizen-side complement to their official-side network
Consume and partner
- Tag every FFH module, Bingo Card, and Workforce certification with Open Skills IDs (free)
- Build career pathways on the LOT (1,800 occupations) — saves dev time, gains credibility
- Apply for Ed Tech partner logo wall — direct distribution into 1,000+ universities + 67 of Fortune 100
The 12-Element Moat (and what we just added)
Section 6 of the YC Pressure Test enumerates twelve interlocking advantages. v2.2 adds a thirteenth — the integrated stack itself.
The integrated stack itself is the moat.
Building MySidewalk takes 15 years of public-sector partnerships. Building Civic Roundtable takes Harvard incubation and General Catalyst capital. Building Lightcast took a Burning-Glass + Emsi merger and KKR backing. FFH has built credible versions of all three lanes — plus four additional gears — in 8 years on $20K of paid revenue and AI-augmented founder velocity.
Replicating this requires not just funding, but the willingness to span seven product categories most VCs would tell a founder to pick one of.
Data + Community + Workforce + 4 More Gears.
That's the bet.
v2.2 — companion to the FFH Competitive Landscape & YC Pressure Test v2.2. Prepared by the FFH Virtual C-Suite.